{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "experienced-cradle",
   "metadata": {},
   "source": [
    "### ECDF(Empirical cumulative distribution function) plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "architectural-lyric",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4Xu29f5hdVZ2v+T3nVKUSNLcI9JAEBcogiPZIEh01Xrt5IjYKoXlocoeINkNiGDoGZ1qTEJqIBomNoYNJ1HmGmEsTCWqDcS40N21EUEjT3de0PkiCfRWhgQS5kHiFVERIVarqnHnWKXbl1MmpOmvv9WOvvfd77h+3pdb6rrXfz6rkZbHO2qVarVYTPhCAAAQgAAEIQAACEMgpgRLCm9NkeSwIQAACEIAABCAAgToBhJeFAAEIQAACEIAABCCQawIIb67j5eEgAAEIQAACEIAABBBe1gAEIAABCEAAAhCAQK4JILy5jpeHgwAEIAABCEAAAhBAeFkDEIAABCAAAQhAAAK5JoDw5jpeHg4CEIAABCAAAQhAAOFlDUAAAhCAAAQgAAEI5JoAwpvreHk4CEAAAhCAAAQgAAGElzUAAQhAAAIQgAAEIJBrAghvruPl4SAAAQhAAAIQgAAEEF7WAAQgAAEIQAACEIBArgkgvLmOl4eDAAQgAAEIQAACEEB4WQMQgAAEIAABCEAAArkmgPDmOl4eDgIQgAAEIAABCEAA4WUNQAACEIAABCAAAQjkmgDCm+t4eTgIQAACEIAABCAAAYSXNQABCEAAAhCAAAQgkGsCCG+u4+XhIAABCEAAAhCAAAQQXtYABCAAAQhAAAIQgECuCSC8uY6Xh4MABCAAAQhAAAIQQHhZAxCAAAQgAAEIQAACuSaA8OY6Xh4OAhCAAAQgAAEIQADhZQ1AAAIQgAAEIAABCOSaAMKb63h5OAhAAAIQgAAEIAABhJc1AAEIQAACEIAABCCQawIIb67j5eEgAAEIQAACEIAABBBe1gAEIAABCEAAAhCAQK4JILy5jpeHgwAEIAABCEAAAhBAeFkDEIAABCAAAQhAAAK5JoDw5jpeHg4CEIAABCAAAQhAAOFlDUAAAhCAAAQgAAEI5JoAwpvreHk4CEAAAhCAAAQgAAGElzUAAQhAAAIQgAAEIJBrAghvruPl4SAAAQhAAAIQgAAEEF7WAAQgAAEIQAACEIBArgkgvLmOl4eDAAQgAAEIQAACEEB4WQMQgAAEIAABCEAAArkmgPDmOl4eDgIQgAAEIAABCEAA4WUNQAACEIAABCAAAQjkmgDCm+t4eTgIQAACEIAABCAAAYSXNQABCEAAAhCAAAQgkGsCCG+u4+XhIAABCEAAAhCAAAQQXtYABCAAAQhAAAIQgECuCSC8uY6Xh4MABCAAAQhAAAIQQHhZAxCAAAQgAAEIQAACuSaA8OY6Xh4OAhCAAAQgAAEIQADhZQ1AAAIQgAAEIAABCOSaAMKb63h5OAhAAAIQgAAEIAABhJc1AAEIQAACEIAABCCQawIIb67j5eEgAAEIQAACEIAABBBe1gAEIAABCEAAAhCAQK4JILy5jpeHgwAEIAABCEAAAhBAeFkDEIAABCAAAQhAAAK5JoDw5jpeHg4CEIAABCAAAQhAAOFlDUAAAhCAAAQgAAEI5JoAwpvreHk4CEAAAhCAAAQgAAGElzUAAQhAAAIQgAAEIJBrAghvruPl4SAAAQhAAAIQgAAEEF7DNfDCS4cNK9C9HYGOSklOmNwlv+nta9eUn3si8AfdXXLo1QEZGKx6GpFhxiNwXFdFJnRWpPf3RwAVCIGTT5wk/P0QSBgiMuWNE6RvYEgO9w+NOSmVGZ/8EkB4DbPlDzRDgBrdEV4NSJ6bILyegbcZDuENKw81G4Q3rEwQ3rDySGM2CK8hdYTXEKBGd4RXA5LnJgivZ+AIb1jANWaD8GpA8tgE4fUIO9ChEF7DYBBeQ4Aa3RFeDUiemyC8noEjvGEB15gNwqsByWMThNcj7ECHQngNg0F4DQFqdEd4NSB5boLwegaO8IYFXGM2CK8GJI9NEF6PsAMdCuE1DAbhNQSo0R3h1YDkuQnC6xk4whsWcI3ZILwakDw2QXg9wg50KITXMBiE1xCgRneEVwOS5yYIr2fgCG9YwDVmg/BqQPLYBOH1CDvQoRBew2AQXkOAGt0RXg1InpsgvJ6BI7xhAdeYDcKrAcljk7wL78FDr8jS6zbKiiUL5D2zzmpJ9p4dj8iuR38hN65cLJMmTvBIP4yhEF7DHBBeQ4Aa3RFeDUiemyC8noEjvGEB15gNwqsByWOTrAnvT3c/IavW3iab162Q0087uS0phLctIkF42zMatwXCawhQozvCqwHJcxOE1zNwhDcs4BqzQXg1IHlskjXhjYsG4W1PDOFtzwjhNWRk2h3hNSVovz/Ca5+pSUVePGFCz01fhNcN16RVXQiv2oVdv3mbbLp5mUzpnjwytQ2bt9X/7+VLFog6RvD5dVtGfjZ96omjdm2jGuoogtrRffHAS/LFaxfLKSefNKr20/tekCXXrq//PPqodvPnnVP/n5HwfuKj58s3vnO//PyXz9T/eWObVkcamute+bF59Xnn8YPwGqbKDq8hQI3uCK8GJM9NEF7PwNsMh/CGlYeaDcIbViYuhLfVrmrzP1OSqeQ1Oler/ve27TtHJFkJ76LP3CwXfmjOqLO1zTKtxPRH//So/MXlF9XBRqK6dtVV9drRuOpnkYA3t2kWXvXz69feJjetuqp+bOJw3xG54ZYtMu2kE3IpvQiv4e8kwmsIUKM7wqsByXMThNczcIQ3LOAas0F4NSB5bOJCeNX01W7u/t+8PCKrSlS/u33nmF8MU2K66ku3ycqrL6tL5li7xGP980ZkauyeU6bVd3nHOtLQvNvc+KW1xv5RXZ1xPcZmdSiEVxOn+jehW269W9Z+9qpR/+kC4dUEaNAM4TWA56grwusIbMKy7PAmBOewG8LrEG6C0q6Et3GX9OSpf1DfIZ3z7neMHDWIpPj2u3aMmvUdX7muvjMbR3ij3eDGQtERhLGEt3FX9/sP7Rq5pUHVUHP93o92HUPznW+fccwxjQTIg+uC8LaJJFpE6jxMq0WA8Lpf0wive8ZxR0B44xJz2x7hdcs3SXWENwk1d31cCW90DEBJ7sw/fOuoIwKRP5x68kkjO77NYqorvGo3dsdD/zrq/G/j7m1S4W2Wc3cJpF8Z4dXMgB1eTVAOmiG8DqAalkR4DQFa7o7wWgZqoRzCawGixRKuhFdNMdpFPfsdp8vjv3h6RG5beUMS4Z3Y1VXfjb30ormj7tjVEd52RxrU/PP6JbXm5YPwav5CIbyaoBw0Q3gdQDUsifAaArTcHeG1DNRCOYTXAkSLJVwKb+N/CY6OKqipN39pTP0zJaDqeEOcIw2R8DZ+mSw63jDekYbmu3ybv7QW1Wi+7eEbd39fli78s9y9nALh1fyFGkt4Xzk8qFmBZkkJlEsik7o65NU+WCdlaLufEqz+gaoMVWu2S1MvAYHOSkkqlbL0HRlK0JsuLghMntQh/P3ggmyympMmVGRwqCoDQ2P/maUyS/pRIvuT3U8cc/a1+dzthi9cXb82LHojmu6RhkapVnNUoht91A5t88/Vz5qvQNO5lkz1axTgpDxC7IfwaqYypvC+NqBZgWbNBGr/fL/Ibw+0BVP75+9L7bcHpHLdRpGzZrVtTwP3BI6b2FGXqyrC6x62xgidHWWplEsIrwYrX00mH9cpr/D3gxXcP/hRybiO+i+F6o+rsf7Muv+HNfnbr3Yaj0OBcAkgvJrZcKRhbFCVp/ZoUhzdrHPbrVJ+fvhybJ1P/7Ivy9CZM3Wa0sYxAY40OAYcszxHGmIC89CcIw12IB88VJKNX63YKdamCsLrBXNqgyC8mugR3rFBHbf0PE2KrZsNzjlPaidMHbNGuVwS9Z+jDr3rQ1I7cZrRWHS2QwDhtcPRVhWE1xZJe3UQXjssH9pZkp2PDAvv3HOSH9mZqI40VGsyOFgdc2KX/6eJdiZNlSAJILxtYml1Lqbx1Xt5v5asY9cDUvlvD4xLKdrhHTrj7ESLfGDB1VJ98+lj9uVLa4mwOu2E8DrFG7s4whsbmfMOCK854sf2lOXhfyxJb29Jju+uyfJPJxdel19aM39SKvgggPAaUs678E7Yuk46dj2oRem1TXrttIo1NEJ44xJz3x7hdc84zggIbxxaftrmUXiVgPYeMj9Pq5vAs8+K7N03PJ7a3T13bvIvySK8utTz2w7hNcw278LbtWGFVJ56XNSxg6H3f2RcWq7O1yK8hovUQXeE1wFUg5IIrwE8R13zKLy331GRfc/5E94omlkzq/LBuTWZ0o3wOlquhSiL8BrGnFfhjUQ3wnNk4UoZnPNhQ1rJuiO8ybi57IXwuqQbvzbCG5+Z6x5ZEd69e8uy5c5yLBxKQNURA1+fGT0l6ekZ++ytzjzY4dWhlO82CK9hvkUR3jRvSEB4DRepg+4IrwOoBiURXgN4jrqmJbzqVoPde/QF9uDBWqz2CtfiK6rGAuoI+5hlEV7fxMMbD+E1zCQPwlt+/mkpHf79KBLRlWFpim40IYTXcJE66I7wOoBqUBLhNYDnqGsc4VWSeqjXzkT2HyjJjvv1hTca9bRTa3LlouRfCrMze3dVEF53bLNSGeE1TCoPwtt8fKERCcJruEBy2h3hDStYhDesPNRs4ghv49Vbtp5EHTlQRw90P1OmlGR2jPa6dUNph/DaS0Jd03r92tvkplVXyemnnTxu4fHaHu47IjfcskXmvPsdMn/eOdL41rmXe1/RHkP3yRBeXVJjtMu68Kprx9Rubunwq1J90wypHffGUU/a7sowQ3xa3dnh1cLktRHC6xV328EQ3raIvDdoJbxbtrZ+gULvIRm5equ7285Up0+rybzz9YXXzqjhVimS8EbXqUavL26XStz2CG87ojn9eZaFt/TSfpmw9csS3aMbwm5uq2WC8Ib3y4PwhpUJwhtWHtEO7/ce6h91jdfDO8e/4cD06q3wKIQzI4R37CzSEt7mGbHDG87vS8uZZFl4K0/uka6N19SfS107NnDp1cfs8IaAH+ENIYXRc0B4w8oE4Q0rj0h4v7j+SMtrvNSXvlp9uqeYXb0VHoVwZlQk4d2weZvcfteOEfhfvHZx/ciA2pldcu16efHASzJ96omyed2K+pGEsdo3/vPG9kl2eN/xtrfId+57qD6n6OVdHGkI5/dDayZZFN5G0VUPWTvhJDmy8FpxdY+uFshxGiG8pgTt90d47TM1qYjwmtBL3lf3Sq/ma7xMXqCQfLbF7ulaePf8d3/XtDUmOfMPj/2vBq12bJv/mdpNXbX2trr0nnD8ZFl63UZpPAKh2u/40S758/nn1YdT8rv/Ny/LjSsXywsHfqt9vjaS7KsXXlyX7sZ5/K9nzeAMb5Z+LbMovJ3bt0rnjm+NYFavBO5fvj5Y7AhveNEgvGFlgvC6y2O8a750r/TK4jVe7oimU9m18P6fnx5I5cH+9qudx4zbSngbjwtM6Z4sjburH/zA7GOEt7lo0uMGrXaDlTyrz9KFf4bwprJqEg6aBeFtvnYsunIsdNGNIkF4Ey5Oh90QXodwE5RGeBNAa+oSvcK2uZLONV+trvSKc0uD+eyp0I6Aa+H9f/7zYLspOPn5//0XHdrC+93tO+s7tJMmThjZte05ZZqMJbxKchd95uaR+u98+wzZdPMyiXODQivhvWfHI7L31/sRXicrwmHRLAjvWNeODcy7XAYuWuiQjp3SCK8djjarILw2aZrXQnjNGa5ec6w4NFYd75qvVld6Ibzmmdis4Fp4bc7VtJaNHd7GIw/qnC87vKap5KB/6MKrdneV8La6diyEK8d0lgDCq0PJbxuE1y/vdqMhvO0Ijf/zx/aU5d77hl/WoHZrW33iXvOF8JplYrt3kYS3+ctgimUkwQsumjty5210hvfkqX8w6miBat98BELtym7bvtN4h7dxx7d53KRSrbtWuIdXl9QY7UIX3sYvqIV67Vi7CBDedoT8/xzh9c98vBGLIrxxX5urm9Kzz4pERxrWrLbzn6YRXl36ftoVSXgjYY2OI7S7paFV+wvOnVOX4O/9aFc9oD967zvl0CuvJhLe6GaIKOk7vnKdvGfWWaPOEfPiCT+/B0ajZEV41Usl1BfTml8sYfTwnjojvJ5AxxgG4Y0By0PTogiv7q0ISZGr2xTmX2znZQ0Ib9IU3PQrmvC6oZjtquzwGuaXFeHNyhfUWsWB8BouUgfdEV4HUA1K5lF4xztTG/e1ubpoZ/SUpKcH4dXllaV2CK+btJrv8G0cJfqSm7oVIoQPwmuYQujCq14dPGHrLYLwGgZN91EEEN6wFkTWhVft3D773Oj7RMd7K1mrWxHCSkSEHd6wEkF4w8ojjdkgvIbUQxbe0mu/l87/71bp+PGDCK9hznQfTQDhDWtFZF14H9pZkp2PVFpCtXWm1ndiCK9v4uOPh/CGlUcas0F4DamHLLzNrw5Wb1PL4ocjDeGlhvCGlUlehFft3L6l6UhBVt9KhvCG9TuC8IaVRxqzQXgNqYcsvBO2rpOOXQ9KddJxMrjgUzI458OGT5tOd4Q3He7jjYrwhpVJVoX3xQMl+f79Zek9JNLbW5K55wxJVgW3eUUgvGH9jiC8YeWRxmwQXkPqIQtv9MKJLJ/fVfEgvIaL1EF3hNcBVIOSWRXeXz5Rlru2Dd9/qz4Ir8EioOu4BBBeFgjCa7gGsiC8RxauzOzuLsJruEAddUd4HYFNWDarwhud3Z16Uk0uPL8m3VNqMqW79YsfEqJJrRs7vKmhbzkwwhtWHmnMBuE1pJ4F4c3qCyeiaNjhNVykDrojvA6gGpTMkvDefkdF9jXdyHDW26ry8Y/auQ7MAKPVrgivVZzGxRBeY4SZL4DwGkaI8BoC1OiO8GpA8twE4fUMvM1waQiveh1v76HRV4npUHls9/B53cZPno4yRM+F8OqsBn9tii68za8K9kc+nJEQXsMsEF5DgBrdEV4NSJ6bILyegQcmvOoVv3fdXZb9B+ILb/Qoi6+oWnvJQ1hpDM8G4Q0rlSIJ78FDr8jS6zbKiiUL6q/wVR+EVwThNfydRHgNAWp0R3g1IHlugvB6Bh6Y8Dbem6tex6vefBb3M3u25Oa8bqtnR3jjrgi37YsuvG7pZqM6wmuYE8JrCFCjO8KrAclzE4TXM/CAhHfL1srINWJKdD92WVWmT40vvGERtD8bhNc+U5OKRRLe5tf9fvHaxXLKySfJ+s3bZNPNy+oY1Q7wn/7J++WObffLiwdekgs/NEduXLlYJk2cYII56L4Ir2E8CK8hQI3uCK8GJM9NEF7PwFMWXnVfbn/f8CSU8EafPJ69tZUswmuLpJ06roV34NF/sTPRmFU63/2BY3q0O9IQCe+pJ59Ul1z1ueGWLTLn3e+Q+fPOiTmD7DRHeA2zQngNAWp0R3g1IHlugvB6Bp6y8La6WUGdwc3TNWK2E0V4bRM1q+daeHsX/JHZBBP2Pn7bPycW3sYzvvfseER2PfqLXO/yIrwJF1nUDeE1BKjRHeHVgOS5CcLrGbgn4d27tyxb7jz6IojmYdV9uRMnDv/TKxcNhQUhsNkgvGEF4lp4X/2bv0rlgd/wV39jRXjVl9q+u30nwptKihkZFOF1HxTC655x3BEQ3rjE3La3cS2Zumbs2b0iu/eMLbx5v1nBZkoIr02a5rVcC6/5DO1V0D3SwA6vPeaFqITwuo8Z4XXPOO4ICG9cYm7bxxXevr6S7D8wek477j96zdhpp9bYwTWMDOE1BGi5e5GE93DfkWPO5DZeS6bQNl5b1kqQLeMPohxHGgxjQHgNAWp0R3g1IHlugvB6Bt5muLjCO97RBXXN2Ft6RGbPzNebz3wnhvD6Jj7+eEUSXkVCCe6iz9xchzLWLQ0//+UzI9BUmzx/YU09KMJr+DsZmvB27HpAKv/tgfpTlZ//dykdflV4tbBhyHQ/hgDCG9aiaBZedavC9+8f+2hCX5/UXxrR1VWTaVNHP8u8C7hmzEa6CK8NivZqFE14xyNXlB3dZgYIr+HvU2jC27ntVul8+N5RT4XwGoZMd4Q38DXQLLy7flIWdUSh3YejC+0IJf85wpucnYueCO9RqgivixVWgJqhCW/XhhVSeepxGZxzngy9/yP1BKpvPl1qx70xs2lwpCG86NjhDSuTZuFdvaajPkF1q8KF54/9UoiuSTVeGuEoSoTXEdiEZRHehOBy1I0dXsMwQxLeypN7pGvjNfUnGrh0qQycO9/w6cLojvCGkUPjLBDesDJRwvvDh0ty/w9Hz2vOe6sy73zO4qaRFsKbBvWxx0R4w8ojjdkgvIbUQxFedXa3/ORu6fjxg/UnyvoxhsZYEF7DReqgO8LrAKpByb7DHbLtv4j8+9HvoNSrrVk9aFCVriYEEF4Tevb7Irz2mWatIsJrmFjawlt6ab+UXz4g6uxu+fnhv+2Gzjhb+pevN3yycLojvOFkEc0E4Q0nk4OHSvLM0xW57x+G58TrfsPIBuENI4doFghvWHmkMRuE15B62sLbuX2rdO741shTqLO71bfNksE5HzZ8snC6I7zhZIHwhpfFQztLsvORSn1ix3fXZP7FNenp4RhD2kkhvGknMHp8hDesPNKYDcJrSD1t4e3atFoqj/9YaiecJNUTp8nAgqvrX1LL0wfhDS9NdnjDyES9He3hfyxJb29JTjhe5MwzObMbRjIiCG8oSQzPA+ENK480ZoPwGlJPXXhfv5VhYN7lMnDRQsOnCbM7whteLghvGJncc1955FXA5/+JyH/8j5zZDSMZhDeUHKJ5ILyhJeJ/PgivIfNQhLd/yRdkaNYHDJ8mzO4Ib3i5ILxhZBJdP/a/zVbXj3VIpbM/jIkxC3Z4A1sDCG9ggaQwHYTXEHrawnvc0vPqT5CnWxmaI0F4DRepg+4IrwOoLUrefkdF9j1XajvYR/+TyAfeV5be3x9p25YGfghwpMEPZ91REF5dUvlth/AaZpum8HZ+75vS+Q93IryGGdI9PgGENz6zuD3U7Qvf2Fqun89t9/nyTTWZ0FlBeNuB8vhzhNcjbI2hEF4NSDlvgvAaBpym8Ea7u+oRXts0fP9uHj/s8IaXKsJrPxMluId6j9bdf6A08nrgxVdUx715oflNa/ZnR8W4BBDeuMTctkd43fLNQnWE1zClEIQ3z19YU/EgvIaL1EF3hNc+1MbrxRqrq6vGPrGoKlO6x35FMMJrPw/TigivKUG7/RFeuzyzWA3hNUwtLeHt2nCNVJ7aU599nnd3EV7DBeqoO8JrF2zj9WJKcLu7j9afPq3W9vXACK/dPGxUQ3htULRXA+G1xzKrlRBew+TSEt6iHGdAeA0XqKPuCK852L6+kuw/MFznZ7tLI9eLJXlTGsJrnoftCgivbaJm9RBeM3556I3wGqaYtvDm+XaGKBqONBguUgfdEV5zqHv3lmXLneVRhWbNrMoH59bGPb7QamSE1zwP2xUQXttEzeohvGb88tAb4TVMMQ3hrTy5R7o2XlOfed6PM7DDa7hAHXVHeM3BRmd2u7pqMm3qcL13za7J7JnxXwuM8JrnYbsCwmubqFk9hNeMXx56I7yGKaYhvBPuXCcdPx6+lQHhNQyQ7okIILzjY1M3LuzeM3r3trnHs8+K7N1XktNOrcmVi4YS5RB1QniN8DnpjPA6wZq4KMKbGF1uOiK8hlGmIbzR+d2hM86W/uXrDZ8g/O4caQgvI4R3/Ex2/aQ8cqVYu/SSnNltronwtqPs/+cIr3/m442I8IaVRxqzQXgNqacpvEcWrpTBOR82fILwuyO84WWE8I6fSfTKX3XjgjqXO95nRk9p3Dt2ddJHeHUo+W2D8Prl3W40hLcdofz/HOE1zDhN4S3CcQYVD8JruEgddEd4x4b64oGSbNpcqTeY895q2yvFbMSD8NqgaLcGwmuXp2k1hNeUYPb7I7yGGSK8hgA1uiO8GpA8N0F4WwNXZ3d/9aujb0hbs3rQSzIIrxfMsQZBeGPhct4Y4XWOOPgBEF7DiBBeQ4Aa3RFeDUiemyC8rYE3vi1t6kk1+dQnzb6MphsrwqtLyl87hNcfa52REF4dSvlug/Aa5ovwGgLU6I7wakDy3AThHQ28+U5ddXb3rLe1f0OardgQXlsk7dVBeO2xtFEJ4bVBMds1EF7D/BBeQ4Aa3RFeDUiemyC8o4GrVwPfe9/Ra8hs3LwQJ1KENw4tP20RXj+cdUdBeHVJ5bddIYX3p7ufkEWfubme6jvfPkM23bxMpnRPHjPlDZu3ye137WjZHuF1/8uB8LpnHHcEhHc0segog407deNmodojvEmoue2D8LrlG7c6whuXWP7aF054n973gly/9ja5adVVcvppJ8s9Ox6RXY/+Qm5cuVgmTZxwTMLNP2/+3wiv+18KhNc947gjILzDxKLrxyJ+6gqy+RfHf1NaXP7N7RFeU4L2+yO89pmaVER4Tejlo2/hhFcJ695f75flSxbUE2wW4OZY1e6u+kTt1e7w+s3bRnaFEV73vwgIr3vGcUcouvBu2Tp87Zh6U1rjx/dRhmhshDfuCnbfHuF1zzjOCAhvHFr5bFs44W0W2IOHXpGl122UFUsWyHtmnXVMykqIl1y7Xuad+7669Kr+PadMk/nzzqm3PXCwz/vK6FryJ/Ux+zf/0PvYaQxYqZRkyhsmyG9/15/G8IzZgsAJ/2GC/O61QRkc9L+b6TOQvr6SvLj/2BH/9o7Rrw2+6Qt+bmMY69knTahIZ2dZfvfqgE88jDUOgalTJqby9wOhtCbQ/YZO6R+oSt+RsX9XVWZ88kugkMLbKKzthPdw3xG54ZYtcuiVV+Wff/LzY878DlVr3lfHK5f9cX3MyXf/k/ex0xhQ7aGVyiWppsA6jefNwpjlUklqtZr4X/1+6Tz57yLr/9+x79Jd8amO+oTOfKvfeTWPViqJlKQk1VreE0mXc5zRK+WSpPH3Q5w5Fqlt/c8s9f/G+RVRmfHJL4FCCq+KMzqi0E54m3d01ZGIbdt3cqTB4+8ERxo8wtYcqghHGhrP53Z11WTa1GPhXLko3Z3daEYcadBcuLSCaY4AACAASURBVB6bcaTBI2yNoTjSoAEp500KJ7xxzvBGu7uXXjR35LhD85lfzvC6/w1BeN0zjjtCnoVX3an77HMleXjn0d2etG5f0M0F4dUl5a8dwuuPtc5ICK8OpXy3KZzwtruloXkHV+3w7v/NyyO3OLDD6/8XAuH1z7zdiHkW3sa3pSkOvl4P3I75eD9HeE3ouemL8LrhmrQqwpuUXH76FU54VXTj3cPbLLTRLu/3frSrnnrzvb3s8Lr/ZUB43TOOO0LehLf5TWmKh9rVfUtPVc6dG/65WIQ37gp23x7hdc84zggIbxxa+WxbSOG1GaVv4e3cdqt0Pnxv/RFe2/SgzUcJthbCG140RRDetK4YS5I2wpuEmts+CK9bvnGrI7xxieWvPcJrmKkv4S299nsp/4+nRQlv+flnEF7D3OhuRiBvwrvrJ2XZcX+5vqsbyhfR4iSE8Mah5actwuuHs+4oCK8uqfy2Q3gNs/UlvJUn90jXxmtGZjtw6VIZOHe+4eyz0Z0d3vByypvwRjcyILzhrbWszgjhDSs5hDesPNKYDcJrSN238FYnHSe1N79VBhZcLdU3n244+2x0R3jDyykvwtv8auA5763KvPOz9zINdnjD+x1BeMPKBOENK480ZoPwGlL3Jbwdux6QCVtvkaEzzpb+5esNZ52t7ghveHllWXgffmT4tcDq03j1mPrfWbiRodVqQHjD+x1BeMPKBOENK480ZoPwGlL3Jbyd27dK545vIbyGedHdDoEsC2/zrm6WRTdKE+G1s65tVkF4bdI0r4XwmjPMegWE1zBBX8LbtWGFVJ56XAbnnCdHFl5rOOtsdWeHN7y8sii8zVePqVsYok8Wrh4bbxUgvOH9jiC8YWWC8IaVRxqzQXgNqfsS3knL/0xKh1+VgXmXy8BFCw1nna3uCG94eWVReH/8r2X5/g/KIzCzenyh1WpAeMP7HUF4w8oE4Q0rjzRmg/AaUvchvOXnn5aJN32yPtP+ZV+WoTNnGs46W90R3vDyyqLw3nNfWXbvye7VY+zwhvd7MN6MEN6w8kJ4w8ojjdkgvIbUfQhvdJxBTfXw+nuldtwbDWedre4Ib3h5ZVF4o7O7Wb2JAeEN7/cA4c1OJghvdrJyNVOE15CsD+E9bul59VlW3zRD+j632XDG2euO8IaXWVaE96GdJdnZcCuDInnJxVWZPTN7V48hvOH9HiC82ckE4c1OVq5mivAaknUtvI0vnCjicQYVD8JruEgddA9deA8eKtWPLzz7rMjefaVRBPJ0djd6MM7wOljkhiU50mAI0HJ3hNcy0AyWQ3gNQ3MtvNF1ZGqar2160HC22eyO8IaXW+jC2+pGhqzfxMAOb3i/B+zwZicThDc7WbmaKcJrSNa18Ebnd4v4wokoGoTXcJE66B668EZHGY7vrsmsmVWZ0VOSnp58HWNojJUdXgeL3LAkO7yGAC13R3gtA81gOYTXMDTXwlvk68gQXsPF6bB76MK74WsV6e0tyWmn1uTKRUfv23WIJNXSCG+q+FsOjvCGlQnCG1YeacwG4TWk7lp4oy+sFfX8roqHHV7DReqge8jCq87vbvzq8OuD1csl8nyUIYoW4XWwyA1LIryGAC13R3gtA81gOYTXMDRfwlvE68jY4TVcnA67hyy8jTczLPv0kEzprjkkEUZphDeMHBpngfCGlQnCG1YeacwG4TWk7kt4i/qFNXZ4DReoo+6hCW/zl9TUY6vzu8s/nf/jDOpZEV5HC92gLMJrAM9BV4TXAdSMlUR4DQNDeA0BanTnSIMGJM9NQhDex/aUpffQ8JVjBw/W6teQNX6KcpwB4fW8+DWHQ3g1QXlqhvB6Ah3wMAivYTgIryFAje4IrwYkz01CEN7b76jIvudG37FblC+pNcfNDq/nXwCN4RBeDUgemyC8HmEHOhTCaxgMwmsIUKM7wqsByXOTNIW3+e1p6toxdXxBfaZMKeXuLWo60SK8OpT8tkF4/fJuNxrC245Q/n+O8BpmjPAaAtTojvBqQPLcJC3hffFASe76Trl+5Vj0WXxFNdd37OpEi/DqUPLbBuH1y7vdaAhvO0L5/znCa5gxwmsIUKM7wqsByXMT38IbvR54/4GS7Lh/+Kxukc7otosX4W1HyP/PEV7/zMcbEeENK480ZoPwGlJHeA0BanRHeDUgeW7iW3hXr+kY9YRTT6rJxz9WLcSVYzrRIrw6lPy2QXj98m43GsLbjlD+f47wGmaM8BoC1OiO8GpA8tzEp/A2ntlVX0pTn+nTajLv/Py+KjhunAhvXGLu2yO87hnHGQHhjUMrn20RXsNcEV5DgBrdEV4NSJ6b+BTee+4rj1w5tmb1oOcnzcZwCG94OSG8YWWC8IaVRxqzQXgNqSO8hgA1uiO8GpA8N/EpvNH1Y5zZHTtkhNfzL4DGcAivBiSPTRBej7ADHQrhNQwG4TUEqNEd4dWA5LmJL+FtPM5wycXVQl45phMtwqtDyW8bhNcv73ajIbztCOX/5wivYcYIryFAje4IrwYkz01cC6+6fuz796s3qcnIFWRcP8YOr+dlbjQcwmuEz3pnhNc60swVRHgNI0N4DQFqdEd4NSB5buJaeHf9pDxy/Zh6NI4zjB8wO7yefwE0hkN4NSB5bILweoQd6FAIr2EwCK8hQI3uCK8GJM9NXAtvdA2Zun7swvNr0j2lxhVk42SM8Hr+BdAYDuHVgOSxCcLrEXagQyG8hsG4FN6uDSuk8tTj9Rm+tulBw5lmtzvCG152roS3+b7dOe+tcv2YRvwIrwYkz00QXs/A2wyH8IaVRxqzQXgNqbsU3kmfu1xKLx1AeCslOWFyl/ymt88wLbrbIuBCeB9+pCIP7zz6ymA1V64h00sM4dXj5LMVwuuTdvuxEN72jPLeAuE1TNil8B639Lz67PqXfVmGzpxpONPsdmeHN7zsXAhv4+4uohsvc4Q3Hi8frRFeH5T1x0B49VnltSXCa5isD+E9/NfflNqJ0wxnmt3uCG942ZkK7969ZdlyZ7nlg/EFtfh5I7zxmbnugfC6JhyvPsIbj1ceWyO8hqm6Et6OXQ/IhK231GdX5PO76vkRXsNF6qC7ifA+tqcsP95Vkv0HRh9fiKbJ7m78wBDe+Mxc90B4XROOVx/hjccrj60RXsNUXQlv57ZbpfPhexFehNdwhbrpnlR4+/pKsuMHpZFXBZ92ak2uXDTkZpIFqorwhhc2whtWJghvWHmkMRuE15C6K+GNbmgYnHOeHFl4reEss92dHd7w8ksqvI1HGWbNrMr759Rk+tRaeA+YsRkhvOEFhvCGlQnCG1YeacwG4TWk7kJ4y88/LUp4S4dflYFLl8rAufMNZ5nt7ghvePnFEd4d95dHji/09Un9/+7qqsm882u8KthStAivJZAWyyC8FmFaKIXwWoCY8RIIr2GALoS38fxu0W9oUPEgvIaL1EF3HeE9eGj46MJju4++HjiaCkcZ7IaC8NrlaaMawmuDor0aCK89llmthPAaJudCeDu3b5XOHd+S6ptmSP/y9VI77o2Gs8x2d4Q3vPx0hLf5JoYLPlKV6VOHn6VrEkcZbKaK8NqkaacWwmuHo60qCK8tktmtg/AaZudSeDm/OxwOwmu4SB10jyO8x3fXRJ3XnT1beD2wgyxUSYTXEViDsgivATwHXRFeB1AzVhLhNQzMpfAOzLtcBi5aaDjD7HdHeMPLUEd4b91cqZ/X5fiC+/wQXveM446A8MYl5rY9wuuWbxaqI7yGKSG8hgA1uiO8GpA8N2knvOr6sS+tq9RnhfC6Dwfhdc847ggIb1xibtsjvG75ZqE6wmuYEsJrCFCjO8KrAclzk3bC23h+d+mSIa4ec5wPwusYcILyCG8CaA67ILwO4WakNMJrGJQL4e3atFoqj/9YONIwHA7Ca7hIHXQfT3jVNWR79w2/SU1dP3b9X/FiCQcRjCqJ8LomHL8+whufmcseCK9LutmojfAa5uRCeCd97nIpvXQA4X09G4TXcJE66D6W8KqryL6xtSy9vcOvDeY4gwP4LUoivH44xxkF4Y1Dy31bhNc949BHQHgNE3IhvMctPa8+q/4lX5ChWR8wnGH2uyO84WU4lvA2HmVQ15D19HD9mI/0EF4flOONgfDG4+W6NcLrmnD49RFew4xcCu/hv/6m1E6cZjjD7HdHeMPLsJ3wqqvIPrGoyjVknqJDeD2BjjEMwhsDloemCK8HyIEPgfAaBmRbeNVrhSfe9Mn6rF7b9KDh7PLRHeENL8exhPee+8r1t6txlMFvZgivX946oyG8OpT8tUF4/bEOdSSE1zAZ28Jb2f0v0rX5CwhvQy4Ir+EiddC9lfCqL6qpL6xx964D4G1KIrz+mbcbEeFtR8jvzxFev7xDHA3hNUzFtvA2vla473ObDWeXj+4Ib3g5thLe1Ws6RiZ6ycVVmT2zGt7EczojhDe8YBHesDJBeMPKI43ZILyG1F0J79DZ75f+pWsMZ5eP7ghveDk2C++LB0qyafPRF03Mu6DK3bseY0N4PcLWHArh1QTlqRnC6wl0wMN4E96Dh16RpddtlAUXzZX5884JGEm8qdkW3glb10nHrge5kqwhBoQ33pr00bpZeB/aWZKdjwwL75rVgz6mwBgNBBDe8JYDwhtWJghvWHmkMRtvwqse7qe7n5BFn7l55Dmv/Ng8Wb5kQRrPbW1M28LbtWGFVJ56HOFFeK2tUReFmoX39jsqsu+5kkw9qSaf+iQvmnDBfLyaCK9v4u3HQ3jbM/LZAuH1STvMsbwKbyOCaMf35798pv6Psyq/roT3yMKVMjjnw2GuGs+zYofXM3CN4SLhferfRbbcWR7pMfecITl3bk2jAk1sEkB4bdK0UwvhtcPRVhWE1xbJ7NZJTXif3veCLLl2vbx44KVj6GVJfm0L76Tlfyalw69K/7Ivy9CZM7O7sizOHOG1CNNSqbGEd/EV6mUTfFnNEmbtMgivNipvDRFeb6i1BkJ4tTDlupFX4b1nxyPy+XVbRoC2Elu187v2a9+WVX/55zKle3Lw8G0L78hb1hDekewR3vB+DSLhffzfRO7axr27aSeE8KadwLHjI7xhZYLwhpVHGrPxJrx8aU0v3kh4D6+/V2rHvVGvU85bIbzhBRwJ7w9+WKt/WY0XTaSbEcKbLv9WoyO8YWWC8IaVRxqz8Sa8aTzcWGM2fnnunW+fIZtuXjbubvLhviNywy1b5Hs/2lUv+cVrF4/cNGFzh5e3rLVODOEN6bdneC6R8P7NhpL09pbkrLdV5eMf5ShDWkkhvGmRH3tchDesTBDesPJIYzbehFft8K760m2y8urL5PTTTh71rEpAv7t9p9y4crFMmjjBKQd1dvj6tbfJTauuqs9DHbPY9egvxhw7kt05735Hy+vUbApv5ck90rXxmvrz81rho8sA4XX6K5Go+MH/2SU//9WQ/PCh4e58WS0RRmudEF5rKK0VQnitobRSCOG1gjHTRYIQXiWht9x6t6z97FXOz+0qwd376/0j16E1C3Bzms3tm3/uQnirb5ohvGUN4Q35T5ZduzplxwNHb2NY9ukhmdLN7QxpZYbwpkWeHd7wyLeeEcKblaTczTMI4W23y2rz8Tds3lYvF93/G50tXrFkgbxn1lnHDKXa337XjpF/Pn3qibJ53YqRXWqbwhvdwTt0xtnSv3y9zcfOdC12eMOJr/H1wWpW6uzuW3qqXEWWckQIb8oBtBieHd6wMkF4w8ojjdk4F97xrh+LHrhZIl2CUALbc8q0keMJ4wlvdJzh0ovmjsiwkvNt23eOnPvtO2Lvkv2+v7hQ5LXfS/msmTLhc19ziSFTtUslkQkdZekf4IxomsE9/4LIzRtHZ3DBeSIXfvjoPbxpzq/IY1fKJSmXSzIwyO9IKOtg4oSK2Pz7IZTnyuo8OjvKUq3WZKg69n+JUpnxyS8B58IboRvvDK9PvHF2eFsJb7Mgv/zKEWvTL195br1W7doNUnvbLGt1s15I/WX+xkmdcuhVe6yzziSN+f/3X5Rk698Nj/z1DR3yWv+gDA5xjCGNLJrH7OosS0elLK/28VrnEPJQczhh8gSx+fdDKM+V1Xm8cWKHHBmqypFxNk5UZnzyS8Cb8IaCMO4Z3lY7wo1fvrN5pIEryVqvEo40hPHb89DOUv0KMvX64Bv+qkMOvTrAjmIY0QhHGgIJomEaHGkIKxOONISVRxqzKZzwtrulofnIgrpBYtXa20bO7TafN3YhvNzQMPpXAeFN44+G0WPuuL8sTzx59Aqyv/wLteOO8KafzPAMEN5Qkjg6D4Q3rEwQ3rDySGM2hRNeBXm8e3ibhVe1b3xDXPO9vQiv+2WL8LpnPNYIe/eW5dnnSvLYbqnft6s+6gqyBRdPQHjTi+WYkRHegMJ4fSoIb1iZILxh5ZHGbJwLb3Tm9RMfPV++8Z375ee/fKblc+q8ACINQO3GRHjbETL/OcJrzjBphegYQ9T/go9U5ayzanLGqQhvUqYu+iG8Lqia1UR4zfjZ7o3w2iaavXrOhTd7SOLNGOGNxytJa4Q3CTU7faJryKLrx2bPlvp9u9Gb1rgVwA5n0yoIrylB+/0RXvtMTSoivCb08tEX4TXMEeE1BKjRHeHVgGSpyWN7yvLY7uGjC+qzd9/RYwznzj16IwPCawm4pTIIryWQFssgvBZhWiiF8FqAmPESToU3Os4w1jGGRnYcaRCJbmngS2ujf6sQXrd/yhw8VJJDvcNj/Gx3SXbvOfZe3TWrR193hfC6zSRudYQ3LjH37RFe94zjjIDwxqGVz7ZOhTefyEY/FTu87lNGeN0ybj6nq0abNbMq75p5dNyentEvNEB43WYStzrCG5eY+/YIr3vGcUZAeOPQymdbhNcwV4TXEKBGd4RXA1LCJi8eKMld3ynXb2A4vrsm3d3Dhd41uyazZ4791i6ENyFwR90QXkdgDcoivAbwHHRFeB1AzVhJhNcwMITXEKBGd4RXA1LCJurM7r33DR9hUNeNNZ7THa8kwpsQuKNuCK8jsAZlEV4DeA66IrwOoGaspHPh5Voy/RXBGd7WrBBe/TUUt2Xj29M+/rFq/QYGnQ/Cq0PJXxuE1x9r3ZEQXl1SftohvH44hzyKc+EN+eFtzI0dXhsUx6+B8LpjHF07ps7szr947CMMzTNAeN1lkqQywpuEmts+CK9bvnGrI7xxieWvPcJrmCnCawhQozvCqwEpZpOHH6nUezy8s/W1Y+3KIbztCPn9OcLrl7fOaAivDiV/bRBef6xDHcm78Da+pldBmT71RNm8boWcftrJoTIad14Ir/vYEF67jNUX1TZtHhbe6NN87Vi7ERHedoT8/hzh9ctbZzSEV4eSvzYIrz/WoY7kVXiV7G7bvlM23bxMpnRPrjN5et8LsuTa9bJ21VXynllnhcppzHkhvO4jQ3jtMr79jorse+7ozq6qrvtltWgmCK/dTEyrIbymBO33R3jtMzWpiPCa0MtHX2/CG315bcWSBceI7U93PyHf3b5Tbly5WCZNnJApsgiv+7gQXnuM1a0MO35Qkv6+kkw9qSaf+uRQouIIbyJszjohvM7QJi6M8CZG56QjwusEa6aKehXeVV+6TVZefdkxxxfULu8tt94taz971cjOb1YoIrzuk0J47TFufMnE4iuq0vxCCd2REF5dUn7aIbx+OMcZBeGNQ8t9W4TXPePQR/AmvIf7jsgNt2yRSy+ae8wOL8I7vEy4lqz1rwvCa++PkUh41a0M8z5Sk4kT9a4ha54BwmsvExuVEF4bFO3WQHjt8jSthvCaEsx+f2/Cq1CNdXRBne3d++v9snzJgswRZYfXfWQIrz3GkfDGeclEq9ERXnuZ2KiE8NqgaLcGwmuXp2k1hNeUYPb7OxXe6Nzuz3/5TFtS73z7jFFfZmvbIZAGCK/7IBBee4zvua8su/eUY71VDeG1x99VJYTXFdnkdRHe5Oxc9ER4XVDNVk2nwpstFMlmi/Am4xanF8Ibh9b4bW/dXJH9B0oIrz2kQVRCeIOIYdQkEN6wMkF4w8ojjdkgvIbUEV5DgBrdEV4NSJpNojerXXJxVWbP1H+zWnN5jjRoAvfUDOH1BDrGMAhvDFgemiK8HiAHPoRX4Y3u3H3xwEvHYOFIA19aG+t3BeG186fIjvvLsusn5XqxpUuGZPrUZF9YU/0RXjuZ2KqC8Noiaa8OwmuPpY1KCK8Nitmu4U14o1sa5rz7HTLzD98q377nh7Jy6WX1e3c3bN4mf/y+s3nxxNLz6qvptU0PZntVWZ49wmsOVL1K+LHdIr29wy+ciPtmNXZ4zTNwWQHhdUk3WW2ENxk3V70QXldks1PXm/CqL7BF9/AqPI337vLiieEFw7VkrX9xEF7zP1Ciowyq0gUfqcr735f8OAM7vOZ52K6A8Nomal4P4TVnaLMCwmuTZjZrpSK8Jxw/WdZ+7duy6i//vP6iCe7hRXjH+/VBeJP/4bJ3b1m23Dl8jEF91HVks2eLTOlOfpwB4U2eh6ueCK8rssnrIrzJ2bnoifC6oJqtmt6Et/FIw/x559SPMfScMk3U/63u4d316C94tTBHGlr+9iC8yf9QaRZe06MM0Uw4w5s8Exc9EV4XVM1qIrxm/Gz3RnhtE81ePW/C24ym8Y7e6VNPlM3rVhzzyuEs4OSWBvcpIbzJGf/yibLcta0sp51akysXDSUv1NQT4bWG0kohhNcKRqtFEF6rOI2LIbzGCDNfIDXhzTy51x8A4XWfJMKbnHH0ZjWENznDLPREeMNLCeENKxOEN6w80pgNwmtIHeE1BKjRHeHVgNSiyYsHSnLXd8r1mxnOeltVPv5Rsy+qNQ7BDm+yTFz1QnhdkU1eF+FNzs5FT4TXBdVs1fQuvOq87ufXbRmhlOXjDOohbAlvx64HZMLWW+pcuJZs9C8RwpvsD5XG87vqy2rnzjX7ohrCmywHH70QXh+U442B8Mbj5bo1wuuacPj1vQqvkt1t23fKppuX1W9nUJ/oZRRrV11V6Ht4uzaskMpTjyO8LX5nEN5kf5BEwjv1pJp8/GNV45sZEN5kOfjohfD6oBxvDIQ3Hi/XrRFe14TDr+9NeKMvqa1YsuAYsS36PbyVJ/dI18Zr6qtlcM55cmThteGvHI8zRHiTwXZ1flfNhiMNyTJx1QvhdUU2eV2ENzk7Fz0RXhdUs1XTq/BGL544/bSTR1Eq+j28ndu3SueOb9WZ9C/7sgydOTNbq8jxbBHeeIDVzu6zz5Xk2WdF9u4rWb+hAeGNl4eP1givD8rxxkB44/Fy3RrhdU04/PrehDe6h/fSi+Yes8NbZOEtvbRfur5+g5Sff0aGzjhb+pevD3/VeJ4hwqsPvK+vJDt+UJLde0a/bMLm+V2EVz8PXy0RXl+k9cdBePVZ+WiJ8PqgHPYY3oRXYRjr6II627v31/tl+ZIFYdNqMTvTL6017u4OzLtcBi5amDkGrieM8OoTbvyimrqK7C09VZnRU5KeHns3NCC8+nn4aonw+iKtPw7Cq8/KR0uE1wflsMdwKryNL5doh+Gdb58x6sts7dqH8nNbwls74STpX7pGqm8+PZRHC2YeCK9+FPfcV67v7nZ11WTe+TWZPdOu6EYz4QyvfiY+WiK8PijHGwPhjcfLdWuE1zXh8Os7Fd7wH998hraEl93dsbNAePXX6e13VGTfc27O7TbOAuHVz8RHS4TXB+V4YyC88Xi5bo3wuiYcfn2E1zAjhNcQoEZ3hFcD0utNIuG95OKqs91dNRTCq5+Jj5YIrw/K8cZAeOPxct0a4XVNOPz63oVXneNd9JmbR5G54yvXZfIOXvUQpsIb3b/LDi87vCZ/XDSe3VV1Fl9RtX5ulx1ek4Tc9kV43fJNUh3hTULNXR+E1x3brFT2KrxKdtdv3tbyxRNXL7xY5s87JyvcRuaJ8LqPjB3e9owf21OWe+87ejMDwtueWZ5aILzhpYnwhpUJwhtWHmnMxpvwjnctWVFfPNF4JRn377LDa/IHwI77y7LrJ2Und+62mhdHGkzSst8X4bXP1LQiwmtK0G5/hNcuzyxW8ya86sYGXjwxeonwwgm9Xxl2eNtzis7uzppZlfkXu7mZoXEWCG/7THy2QHh90tYbC+HV4+SrFcLri3S443gTXnZ4j10EXZtWS+XxHwtXko3/C4Lwjs1H7ezuP1CSFw+I9PeV5IKPVOX970N4w/0j183MEF43XE2qIrwm9Oz3RXjtM81aRW/Cq8CoF0xs276TM7yvr5JJn7tcSi8dEL6whvAm+YNDfVHtnv9akt7e0kh312d3o4HY4U2SmLs+CK87tkkrI7xJybnph/C64Zqlql6FV4Hhloajy+O4pefV/0f/ki/I0KwPZGndeJ0rO7ytcT+0syQ7H6nUf6h2dqdPFZk2rSYTJ9ac54PwOkccawCENxYuL40RXi+YtQdBeLVR5bahd+HNG8mktzRUntwjXRuvqeM4/NfflNqJ0/KGxtrzILytUTa+ZGL+JVWZ0u1edKOZILzWlreVQgivFYxWiyC8VnEaF0N4jRFmvoA34R3vS2tZpphUeDt2PSATtt5Sf/TXNj2YZQTO547wtka84WuV+nGGuecMyblz/cmumg3C63zZxxoA4Y2Fy0tjhNcLZu1BEF5tVLltiPAaRptUeKMbGobOOFv6l683nEW+uyO8o/Pt6yvJ/gMiW7YOH2fwdW63cRYIb1i/cwhvWHmo2SC8YWWC8IaVRxqz8Sa86uE2bN4mf/y+szP7VrVWAZkK7+Cc8+TIwmvTyD4zYyK8o6Nqfqvask8PeT3OwA5veL86CG94mSC8YWWC8IaVRxqz8Sq8T+97Qb59zw9l5dLLZNLECWk8r/UxkwpvdCUZNzS0jwThPcpIXUO2d5/a4S1JV1dNpk0VuXLRUHuIlluww2sZqGE5hNcQoIPuCK8DqAYlEV4DeDnp6k141RnepddtlJ//mRk4jQAAIABJREFU8pmW6N759hmjrivLCt+kwsuVZPoJI7zDrJqvITvt1FoqsssOr/7a9dUS4fVFWn8chFeflY+WCK8PymGP4U14w8aQfHZJhZcryfSZI7zDrJqvIevpqcn0qX6/rBalxg6v/vr10RLh9UE53hgIbzxerlsjvK4Jh1/fu/Cql098ft2WETLTp54om9etkNNPOzl8Wi1maCq8XEnWPnaEd7Tsqp1d39eQNaeE8LZftz5bILw+aeuNhfDqcfLVCuH1RTrccbwK73hvWlu76qpMfpnNVHi5kqz9LwfCK3LPfWXZvadch5XGNWQIb/t1mmYLhDdN+q3HRnjDygThDSuPNGbjTXijM7wrliw4RmzV29e+u32n3Lhycea+zIbwul+2CK/IrZsr9S+qhSC7KnF2eN2v+zgjILxxaPlpi/D64aw7CsKrSyq/7bwK76ov3SYrr77smOML6vaGW269W9Z+9iqZ0j05U7QRXvdxIbwiq9d01EFfcnFVZs+suofeZgSEN/UIRk0A4Q0rDzUbhDesTBDesPJIYzbehPdw3xG54ZYtculFc4/Z4UV404g+O2MivEeFd+mSodS+qNa4YhDesH5/EN6w8kB4w8sD4Q0vE98z8ia86sHGOrqgzvbu/fV+Wb5kge/nNx6PHV5jhG0LFF14Dx4qycavDr9Vbc3qwba8fDRAeH1Q1h8D4dVn5aslO7y+SOuNg/DqccpzK2/C2+4e3kbIWbqTF+F1/+tRdOFtvI4M4XW/3rI4AsIbXmoIb1iZILxh5ZHGbLwJbxoP52NMhNc95SILb+NrhI/vrsnyT/t/q1qrhNnhdb/u44yA8Mah5actwuuHs+4oCK8uqfy2Q3gNs0V4DQFqdEd4w7mOLIoL4dVYuB6bILweYWsOhfBqgvLUDOH1BDrgYQopvOos8aLP3FyPJc7xiajfHV+5buSLdwiv+9VdZOH95RNluWtbWdJ8jTA7vO7XuOkICK8pQfv9EV77TE0qIrwm9PLRt3DCq26EuH7tbXLTqqvq16OpL8ztevQXbe8AbpRkhNfv4i+y8EbndxFev2sua6MhvOElhvCGlQnCG1YeacymcMLbfCNEswC3CiG6Nu3aT31MPrv2Nml8eQY7vO6XbZGF9+++U5YnflWWs95WlY9/NP37dznS4H69JxkB4U1CzW0fhNct37jVEd64xPLXvnDCu2HztnqK0RVo470BTrVrFOITjp8sS6/baCy8pdd+L5NWXFKfB68Wbv9LVVTh7esryZat5aDesIbwtl+vabRAeNOgPv6YCG9YmSC8YeWRxmwKKbw9p0yT+fPOqfMeT3jVzxrfDteq7cuvHImdW+lXu6W0bnm9X/X2h2L3L1qHSrkkkyd1Su+r8VlnmdUzz5bk67cPP8HCj4v84TtqwTzOf3hDp7zWNyiDQ+HMKRg4KUykq7MsHZWyvNoXxj3NKSAIbsgTJk+QJH8/BPcgOZnQGyd2yMBQVfoHxv4vZSozPvklUEjhVXHq7PCq3d0l166XFw+8dMwKiM7x9h2Jf03U4H/ZIoP3bpXacW+QSf95R35Xl6UnK5VEOjvKcmScP6gsDRVMmf9r5dE/lCdOFPnM0rK8+eRgpicTOsoyMFSTWg3hDSEV9S+F5XJJBgbDOfYSApc05zBxQkWS/P2Q5pzzPLb6O2SoWpNqdew/s1RmfPJLoHDCm+QMbxR/qx3euGd4K0/ukY5/+KZUntojQ2ecLf3L1+d3dVl6sqIdaWi8e1chDO0La2pOXEtmaXFbKsORBksgLZbhSINFmBZKcaTBAsSMlyic8La7pUEJ8bbtO2XTzctkSvfkUfHaEN7ObbdK58P31usOzLtcBi5amPEl5H76RRPeHfeXZddPhu/eDeXNas0pI7zu132cERDeOLT8tEV4/XDWHQXh1SWV33aFE14V5Xj38LoW3q4NK6Ty1OP13d3BP71Chs6cmd/VZenJiia8t99RkX3PlYLc2Y0iRXgtLW5LZRBeSyAtlkF4LcK0UArhtQAx4yUKKbw2M4t7pCES3oFLl8rAufNtTiW3tYoqvBd8pCrvf1+YZzIR3rB+3RDesPJQs0F4w8oE4Q0rjzRmg/AaUo8rvBNvWiLl55+R/mVfZndXk33RhPfWzZX6VWSLr6hKTw/Cq7lMCt0M4Q0vfoQ3rEwQ3rDySGM2CK8h9bjCe9zS8+ojIrz64IsmvKvXdNThILz6a6ToLRHe8FYAwhtWJghvWHmkMRuE15B6HOHt3L5VOnd8qz5i3/Vfl+qbTzccvRjdiyK8zbczLF0yJNOnhnntF0cawvrdQ3jDyoMjDeHlgfCGl4nvGSG8hsSTCi9vWNMHXxThfWhnSXY+cvQeyFBvaFDJIbz669dHS4TXB+V4Y7DDG4+X69YIr2vC4ddHeA0ziiW8r19JxnVk8aAXQXgPHirJXXcPv0Y4xHt3mxNDeOOtYdetEV7XhOPXR3jjM3PZA+F1STcbtRFew5ziCO/IDQ3cvxuLehGEt3F3d+45Q3Lu3DCPMkTBIbyxlrDzxgivc8SxB0B4YyNz2gHhdYo3E8URXsOYEgkvV5LFol4k4T2+uyYfu6wa7NldhDfW0vXWGOH1hlp7IIRXG5WXhgivF8xBD4LwGsYTR3i5kiwZ7DwLb19fSfYfEPnZ7pLs3lOWLOzuqhTZ4U22ll31QnhdkU1eF+FNzs5FT4TXBdVs1UR4DfOKI7xcSZYMdp6Ft/lmBoQ32Ropei+EN7wVgPCGlQnCG1YeacwG4TWknkR4uZIsHvQ8C2/0GuGurppMmyryrtk1mT0zzJdNNKbGDm+8Ney6NcLrmnD8+ghvfGYueyC8LulmozbCa5iTrvCWXtovkz73f9RH40qyeNDzKrzqZoZvbC1Lb282bmZAeOOtW5+tEV6ftPXGQnj1OPlqhfD6Ih3uOAivYTa6wtv58D3SuW0TwpuAd16F97E9Zbn3vnKdSMhvVWsVGTu8CRaywy4Ir0O4CUsjvAnBOeqG8DoCm6GyCK9hWLrCG53frZ1wkhy+6duGoxare16FNzrOoG5m+MSiqkzpDvsqMnZ4w/29Q3jDywbhDSsThDesPNKYDcJrSF1HeDt2PSATtt5SH2ngg5fIwIKrDUctVve8C++smVWZf3H453YR3nB/7xDe8LJBeMPKBOENK480ZoPwGlLXEd7O19+wpobi/G584HkS3hcPlKS/b5jBjvuH36yWteMMau4caYi/jl32QHhd0k1WG+FNxs1VL4TXFdns1EV4DbPSEd7oDWuDc86TIwuvNRyxeN3zJLzRMYbGFBHe4q1p20+M8Nomal4P4TVnaLMCwmuTZjZrIbyGucUR3gHesJaIdp6Ed/WajjqDqSfVZOLEYRzzLgj/zWrNwbHDm2gpO+uE8DpDm7gwwpsYnZOOCK8TrJkqivAaxhVHePuXfVmGzpxpOGLxuudFeNU1ZBu/WqkHmMVd3caVh/CG9XuI8IaVh5oNwhtWJghvWHmkMRuE15A6wmsIUKN71oU3en2wOq+rzu2qz5rVgxpPHm4ThDesbBDesPJAeMPLA+ENLxPfM0J4DYkjvIYANbpnXXibXx+sriFb/ukhjScPtwnCG1Y2CG9YeSC84eWB8IaXie8ZIbyGxBFeQ4Aa3bMuvPfcV5bde8oSvT54+rSazDs/W9eQNceE8GosXI9NEF6PsDWH4kiDJihPzRBeT6ADHgbhNQxHR3gn3rREys8/I5zhTQY7y8KrjjNs2Tp8/dhpp9bkykXZ3tmNEkR4k61lV70QXldkk9dFeJOzc9ET4XVBNVs1EV7DvHSEN3rLGsKbDHaWhbfxOMMlF1dl9sxs7+wivMnWsOteCK9rwvHrI7zxmbnsgfC6pJuN2givYU5xhLfv+q9L9c2nG45YvO5ZFN7mc7vqOMPiRdm7fmys1cYOb1i/hwhvWHmo2SC8YWWC8IaVRxqzQXgNqccRXt6ylgx2FoX3oZ0l2fnI8BVk6pOn4wzqeRDeZGvZVS+E1xXZ5HUR3uTsXPREeF1QzVZNhNcwL4TXEKBG9ywKb/RGtbyJbhQXwquxcD02QXg9wtYcCuHVBOWpGcLrCXTAwyC8huEgvIYANbpnSXibd3bnnjMk586taTxltpogvGHlhfCGlYeaDcIbViYIb1h5pDEbhNeQOsJrCFCje5aEd8PXKtLbWxp5qqy/UW2seBBejYXrsQnC6xG25lAIryYoT80QXk+gAx4G4TUMB+E1BKjRPSvCu3efuoJs+NxuXnd2o7gQXo2F67EJwusRtuZQCK8mKE/NEF5PoAMeBuE1DAfhNQSo0T0rwrt6TcfI0yz79JBM6c7fUQaEV2PBptAE4U0BepshEd6wMkF4w8ojjdkgvIbUEV5DgBrdsyC80ZfU1OPk9YtqjVGxw6uxcD02QXg9wtYcCuHVBOWpGcLrCXTAwyC8huEgvIYANbqHLrzqzt17/mtp5OzumtWDGk+V7SYIb1j5Ibxh5aFmg/CGlQnCG1YeacwG4TWkjvAaAtToHrrwNt7MkNcvqTXHhPBqLFyPTRBej7A1h0J4NUF5aobwegId8DAIr2E4CK8hQI3uoQtvdHZXHWWYf0k112d3o7gQXo2F67EJwusRtuZQCK8mKE/NEF5PoAMeBuE1DAfhNQSo0T1U4X1sT1ke210SdTuD+uT9ZobGqBBejYXrsQnC6xG25lAIryYoT80QXk+gAx4G4TUMB+E1BKjRPVThbX7JRBHO7rLDq7FgU2iC8KYAvc2QCG9YmSC8YeWRxmwQXkPqCK8hQI3uoQvvrJlVeddMkZ6eqsbT5KMJO7xh5YjwhpWHmg3CG1YmCG9YeaQxG4TXkDrCawhQo3tIwtu8q6umX6SjDOzwaizYFJogvClAZ4c3POjjzAjhzVRcTiaL8BpiRXgNAWp0D0V4Dx4qyb1/Xx45sxtNHeHVCJEmTgkgvE7xJirODm8ibM46IbzO0GamMMJrGBXCawhQo3sowqvu291yZ7k+4yJKbmNUHGnQWLgemyC8HmFrDoXwaoLy1Azh9QQ64GEQXsNwEF5DgBrdQxPe47trMv/iWqHO7DbHhPBqLFyPTRBej7A1h0J4NUF5aobwegId8DAIr2E4CK8hQI3uoQlvEV4d3C4WhLcdIb8/R3j98tYZDeHVoeSvDcLrj3WoIyG8hskgvIYANbqHIrzq3t177ysLwiuC8GosXI9NEF6PsDWHQng1QXlqhvB6Ah3wMAivYTgIryFAje6hCO/td1Rk33MlhFcQXo1l67UJwusVt9ZgCK8WJm+NEF5vqIMdCOE1jAbhNQSo0T004VX37s6/uDh37raKiB1ejYXrsQnC6xG25lAIryYoT80QXk+gAx4G4TUMB+E1BKjRPQThVccZHv7HkvT2lmTxFdVCf2FNRYbwaixcj00QXo+wNYdCeDVBeWqG8HoCHfAwCK9hOAivIUCN7iEIb3ScQU0X4UV4NZat1yYIr1fcWoMhvFqYvDVCeL2hDnYghNcwGoTXEKBG95CEVx1n+ODcmkzprmnMPL9N2OENK1uEN6w81GwQ3rAyQXjDyiON2SC8htQRXkOAGt3TFt4tWyvy4gGR/j6OM0RxIbwaC9djE4TXI2zNoRBeTVCemiG8nkAHPAzCaxgOwmsIUKN7msLb11eSL62rjMyS4wzDKBBejYXrsQnC6xG25lAIryYoT80QXk+gAx4G4TUMB+E1BKjRPU3hbXydsJLdadNqMnFisY8zILwai9ZzE4TXM3CN4RBeDUgemyC8HmEHOhTCaxgMwmsIUKN7WsLbKLtdXTW5/q+GNGZbjCbs8IaVM8IbVh5qNghvWJkgvGHlkcZsEF5D6givIUCN7mkJb/RmNTVF3q42OiiEV2PhemyC8HqErTkUwqsJylMzhNcT6ICHQXgNw0F4DQFqdE9LeB/aWZKdj1SQ3RYZIbwaC9djE4TXI2zNoRBeTVCemiG8nkAHPAzCaxgOwmsIUKN72sLLm9WODQnh1Vi4HpsgvB5haw6F8GqC8tQM4fUEOuBhEF7DcBBeQ4Aa3dMQ3sY3q809Z0jOncsX1RqjQng1Fq7HJgivR9iaQyG8mqA8NUN4PYEOeBiE1zAchNcQoEZ338K7d19Jfra7JLv3lOuzQ3jZ4dVYpqk2QXhTxd9ycIQ3rEwQ3rDySGM2CK8hdYTXEKBGd9/Cu3pNx8iseLNa64DY4dVYuB6bILweYWsOhfBqgvLUDOH1BDrgYRBew3AQXkOAGt19Cm/jVWTqZoZ3za7J7JlVjVkWqwnCG1beCG9YeajZILxhZYLwhpVHGrMppPD+dPcTsugzN9d5v/PtM2TTzctkSvfklvwb26oGF35ojty4crFMmjih3h7hdb9sfQpvdDODeqo1qwfdP1xGR0B4wwoO4Q0rD4Q3vDwQ3vAy8T2jwgnv0/tekOvX3iY3rbpKTj/tZLlnxyOy69FfjJLYxhDUz085+SR5z6yz5HDfEbnhli0y7aQTZPmSBQivp9XqU3hvv6Mi+54rcRVZm2wRXk+LX3MYhFcTlMdm7PB6hK0xFMKrASnnTQonvEpg9/56/4iwNgtwu7ybBZkd3nbEzH/uU3ij87t8UW383BBe83VtswLCa5OmnVoIrx2OtqogvLZIZrdO4YR3w+Zt9bSiHdqDh16RpddtlBVLFtR3cdt9mvsjvO2Imf/cl/A2vllt8RVV6enh7O5Y6SG85uvaZgWE1yZNO7UQXjscbVVBeG2RzG6dQgpvzynTZP68c+qpxRFedZ53/eZto878DlXb38/6ymV/XB9r8t3/lN2VkuLMSyJSLpdEh3XSab52WGTbvUPy458O57l549GbGpLWzHM/lUetVpNa++WfZwzBPFupJFKSklQJJJhMKo7/zArmQTMykXKpJDX1/8b5M0tlxie/BAopvCrOuDu8SnZXrb1NNq9bUT/7G30OHOxruzq6lvxJvU3/5h+2bUuDYwlUKiU5/g0T5KXf9TvD8+zekvztHcP37s6eWZP//RJ2d8eDfcLkCfK7w4MyOAgnZ4syRuFJEyrS2VmW3706EKMXTV0SmDplouj8/eByDtQ+SqD7DZ3SP1CVviNDY2JRmfHJL4HCCW+SM7xjya5aFhxpcP/L4eNIQ/Rlta6umsw7n6vI2qXKkYZ2hPz+nCMNfnnrjMaRBh1K/tpwpMEf61BHKpzwtrulQQnxtu07R44ttDrG0Bgmwut+afsQ3g1fq0hvL7cz6KaJ8OqS8tMO4fXDOc4oCG8cWu7bIrzuGYc+QuGEVwUy3j28zcKrvqR2+107RuU4feqJI0cbEF73S9yH8Ea3M/BlNb08EV49Tr5aIby+SOuPg/Dqs/LREuH1QTnsMQopvDYjaSe8lSf3SNfGa+pDvrbpQZtDF6aWa+FtfLvask8PyZRuvonVbnEhvO0I+f05wuuXt85oCK8OJX9tEF5/rEMdCeE1TAbhNQSo0d2l8G7ZWpG+PpH9B4a/ncvb1TQCERGEV4+Tr1YIry/S+uMgvPqsfLREeH1QDnsMhNcwH13hHTrjbOlfvt5wtGJ2dyW8e/eVRAlv9Dnt1JpcuWjsb/AWk37rp0Z4w1oNCG9YeajZILxhZYLwhpVHGrNBeA2pI7yGADW6uxLe6NyumoI6u9s1qSbTp3KcQSMSdnh1IHlsg/B6hK05FMKrCcpTM4TXE+iAh0F4DcNpJ7wTtq6Tjl0PCju8yUHbFt4XD5Tk+/eXRe3wqg87u/GzYYc3PjOXPRBel3ST1UZ4k3Fz1QvhdUU2O3URXsOsxhPejl0PSOc/3Cmllw4gvAacbQtv4yuE1bQ4txs/HIQ3PjOXPRBel3ST1UZ4k3Fz1QvhdUU2O3URXsOsxhPerg0rpPLU4/URjixcKYNzPmw4WjG72xbeh3aWZOcjFZl6Uk0uPL8mPT28LSzuykJ44xJz2x7hdcs3SXWENwk1d30QXndss1IZ4TVMajzhPW7pefXqg3POk4E/vUJqJ04zHK2Y3W0Kb+O53VkzqzL/YmQ3yapCeJNQc9cH4XXHNmllhDcpOTf9EF43XLNUFeE1TGss4S0//7RMvOmT9er9y74sQ2fONBypuN1tCO+O+8v1q8eic7uK5txzhuTcuXxJLcnKQniTUHPXB+F1xzZpZYQ3KTk3/RBeN1yzVBXhNUxrLOGt7P4X6dr8hXp1XjhhBtlUeA8eKslddw8Lb/Th3K5ZJgivGT/bvRFe20TN6yG85gxtVkB4bdLMZi2E1zC3sYS3c/tW6dzxLam+aYb0fW6z4SjF7m4qvNGZXUXxgo9UZfpU4dyu4ZJCeA0BWu6O8FoGaqEcwmsBosUSCK9FmBkthfAaBjeW8HZtWi2Vx38sQ2e/X/qXrjEcpdjdTYX3775Tlid+VZbju2vyscuU8HKMwXRFIbymBO32R3jt8rRRDeG1QdFeDYTXHsusVkJ4DZMbU3hfv6FhYN7lMnDRQsNRit09qfCq68d6D5Xksd0ivb0lzuxaXEYIr0WYFkohvBYgWi6B8FoGalgO4TUEmIPuCK9hiO2Et3/JF2Ro1gcMRyl296TCe/sdFdn33NFzux9bUJW3n8WtDDZWE8Jrg6K9GgivPZa2KiG8tkjaqYPw2uGY5SoIr2F6rYS38uQe6dp4Tb0yNzQYAhaRpMIbXUGmrh9TxxlmzxaZ0s1xBvNEhFcL24BosQbCaxGmpVIIryWQlsogvJZAZrgMwmsYHsJrCFCje1zhbX518OIrqnxJTYNznCbs8Mah5b4twuuecdwREN64xNy2R3jd8s1CdYTXMKXxhHfojLOlf/l6wxHoHld4d/2kLOre3ejDFWT21xDCa5+pSUWE14Sem74IrxuuSasivEnJ5acfwmuYJcJrCFCje1zhjY4y8OpgDbgJmyC8CcE56obwOgJrUBbhNYDnoCvC6wBqxkoivIaBtRLezofukc7vbhJ2eA3hvt5dV3jVrQyP7T76NrU5763KvPP5kpqdFEZXQXhdUE1eE+FNzs5VT4TXFdlkdRHeZNzy1AvhNUyzlfBO2LpOOnY9iPAaso26txPehx+p1Js++6yMenUwRxksBdCiDMLrjm2SyghvEmpu+yC8bvnGrY7wxiWWv/YIr2GmrYS3K7qD94OXyMCCqw1HoHs74Y2OMESk1K0M75rJ29RcrhyE1yXd+LUR3vjMXPdAeF0Tjlcf4Y3HK4+tEV7DVFsJ73FLz6tXPbJwpQzO+bDhCHQfS3j37i3LljuPfjlt7jlDdVgzekrcyuB42SC8jgHHLI/wxgTmoTnC6wFyjCEQ3hiwctoU4TUMtll4y88/LRNv+mS9KnfwGsJ9vbuu8HKEwQ5vnSoIrw4lf20QXn+sdUdCeHVJ+WmH8PrhHPIoCK9hOs3C2/jSidc2PWhYne6KwFjCq76kdu99ZTnt1JpcuWh4d5ePHwIIrx/OuqMgvLqk/LVDeP2x1hkJ4dWhlO82CK9hvmMJb/VNM6Tvc5sNq9N9POGNXh2M8PpfJwivf+bjjYjwhpWHmg3CG1YmCG9YeaQxG4TXkHqz8HIlmSHQFt1b7fCq3d0dPyhJf19J1JfU5l/M9WP2yY9dEeH1Sbv9WAhve0a+WyC8vomPPx7CG1YeacwG4TWk3iy8XRuukcpTe7iSzJBrY/dG4T14qCS795RHXUHGq4MtwtYshfBqgvLUDOH1BDrGMAhvDFgemiK8HiAHPgTCaxhQs/BGNzQMcCWZIdmj3RuFt/lmBrW7O+8jNZk4sWZtPAq1J4DwtmfkswXC65O23lgIrx4nX60QXl+kwx0H4TXMZizh5YYGQ7AN3VsJ7/HdtfpRBq4gs8c5TiWENw4t920RXveM446A8MYl5rY9wuuWbxaqI7yGKY0lvNzQYAi2jfDyRTV7fJNUQniTUHPXB+F1xzZpZYQ3KTk3/RBeN1yzVBXhNUwL4TUEqNG91Q4vwqsBzmEThNch3ASlEd4E0Bx3QXgdA45ZHuGNCSyHzRFew1ARXkOAGt0RXg1InpsgvJ6BtxkO4Q0rDzUbhDesTBDesPJIYzYIryF1hNcQoEb3RuG9575y/ZYGdng1wDlsgvA6hJugNMKbAJrjLgivY8AxyyO8MYHlsDnCaxgqwmsIUKN7o/Bu+FpFentLCK8GN5dNEF6XdOPXRnjjM3PdA+F1TThefYQ3Hq88tkZ4DVNFeA0BanRvFN7VazrqPS65uCqzZ/KyCQ18TpogvE6wJi6K8CZG56wjwusMbaLCCG8ibLnqhPAaxonwGgLU6K6E9xtbO+SpZ47etbvs00MypZu7dzXwOWmC8DrBmrgowpsYnbOOCK8ztIkKI7yJsOWqE8JrGCfCawhQo7sS3i/eXJHDh482XrN6UKMnTVwRQHhdkU1WF+FNxs1lL4TXJd34tRHe+Mzy1gPhNUwU4TUEqNFdCe9nb6jUW/IaYQ1gHpogvB4gxxgC4Y0By1NThNcTaM1hEF5NUDluhvAahovwGgLU6N4ovJ+9dojXCGswc90E4XVNOF59hDceLx+tEV4flPXHQHj1WeW1JcJrmGyj8Jaff1om3vTJekXetGYI9vXuLx4oyf0/KMuze0v1f8JRBjtcTasgvKYE7fZHeO3ytFEN4bVB0V4NhNcey6xWQngNk2sU3sqTe6Rr4zUIryHTqPtje5ToSv3e3eiD8FqCa1gG4TUEaLk7wmsZqIVyCK8FiBZLILwWYWa0FMJrGFwr4a2+aYb0fW6zYWW6335HRfY9N7yz+6bpJfnIeUPS08NVZCGsDIQ3hBSOzgHhDSsPNRuEN6xMEN6w8khjNgivIfVG4e3cvlU6d3xLhs44W/qXrzesXOzujbI7e1ZNzn57h5x+Rn+xoQT09AhvQGGICMIbVh4Ib3h5ILzhZeJ7RgivIXGE1xBgi+7qKMPD/1iqv1FNfa5aVJV3nz1BftPbZ38wKiYigPAmwuasE8LrDG3iwuzwJkayjK/SAAAPg0lEQVTnpCPC6wRrpooivIZxtRLegXmXy8BFCw0rF7N7X19Jtmwty/4Dw7KrriF76+k1OWFyF8Ib0JJAeAMKgx3esMJ4fTYIb1ixILxh5ZHGbBBeQ+oIryHApu5795Zly53DX1KbNbMqH5xbk//lBEF47WI2robwGiO0WoAdXqs4rRRDeK1gtFYE4bWGMrOFEF7D6CLh7dj1gHT+w51SeumAsMM7PtQtW4dfItHq09cn9d3drq6aLF5UlelTa6Lu4WWH13ChWu6O8FoGalgO4TUE6KA7wusAqkFJhNcAXk66IryGQUbCO2HrOunY9WC9GsLbGurDjwyL7sM7h48rjPc57dSaXLloqN4E4W1Hy//PEV7/zMcbEeENKw81G4Q3rEwQ3rDySGM2CK8h9Uh4uzaskMpTj8vgnPNk4E+vkNqJ0wwr56/76jUdox5Knc8d69M1qVbf3UV4w1wHCG9YuSC8YeWB8IaXB8IbXia+Z4TwGhJXwhtdR6ZKHVm4UgbnfNiwav66P7SzJDtf3+Gde87wzu25c4eFtt2HHd52hPz/HOH1z3y8ERHesPJAeMPLA+ENLxPfM0J4DYk3C2//si/L0JkzDavmr3uj8MZ9WxrCG956QHjDygThDSsPhDe8PBDe8DLxPSOE15B4o/BydvdYmOqasf0HRH62u1R/RbDa3dXd2Y2qIbyGi9RBd4TXAVSDkgivATxHXTnD6whswrIIb0JwOeqG8BqGifCOD7DxmjHVEuE1XHCBdEd4Awni9WkgvGHlwQ5veHkgvOFl4ntGCK8h8f17/k26vn5D4a8je/FASb5///D9uY2fxmvGpk0VedfsmsyeOfaX1VrFwQ6v4SJ10B3hdQDVoCTCawDPUVd2eB2BTVgW4U0ILkfdEF7DMH+78Ubp+HFxryM7eGj4qMLBg7X6/z/Wp/GasbjIEd64xNy3R3jdM44zAsIbh5aftgivH866oyC8uqTy2w7hNcy2d8Ef1StU3zRD+pfeWLjryJqPLEw9qSYXnn/s7QuN14zFRY7wxiXmvj3C655xnBEQ3ji0/LRFeP1w1h0F4dUlld92CK9htpHwFvU6stvvqMi+50pyfHet/irgKVNKsY8stIsA4W1HyP/PEV7/zMcbEeENKw81G4Q3rEwQ3rDySGM2CK8h9Uh4X9s0fKyhCJ/oGIN61sd2i/T2lsTkyEI7ZghvO0L+f47w+meO8IbFvN1sEN52hPz+HOH1yzvE0RBew1SU8BZJdhWu5mMM6p+pt6b19MT7MpoueoRXl5S/dgivP9Y6I7HDq0PJbxuE1y/vdqMhvO0I5f/nCK9GxvfseEQ+v25LveWFH5ojN65cLJMmTqj/7yILb3SMQXGYPVtkSrfem9M0kI9qgvDGJea+PcLrnnGcERDeOLT8tEV4/XDWHQXh1SWV33YIb5tsf7r7CVm/eZtsunmZTOmeLBs2b6v3WL5kQaaFd6xrxHSWenTVmMtjDI3zQHh1UvHbBuH1y7vdaAhvO0L+f47w+mc+3ogIb1h5pDEbhLcNdSW4PadMk/nzzqm3bBZg2zu8jedjXS6IdteI6YyN8OpQymcbhDesXBHesPJQs0F4w8oE4Q0rjzRmg/COQ/1w3xG54ZYtMufd7xgR3qf3vSDXr71Nblp1lZx+2snyP+/4ugxctNBadq3Ox1or3qLQWNeI6YxpctWYTv2oDTu8cWj5aYvw+uGsOwrCq0vKXzuE1x9rnZEQXh1K+W6D8GoI76UXzZX3zDqr3rJZeG0vj9++LPIv/zpku+yY9f7ghJJ84H1jvzDC20QYCAIQgAAEIAABCDgigPBqCO94O7yOcqEsBCAAAQhAAAIQgIAlAghvG5DtzvBayoEyEIAABCAAAQhAAAKOCCC8bcC2u6XBUS6UhQAEIAABCEAAAhCwRADh1QA53j28Gt1pAgEIQAACEIAABCCQIgGEN0X4DD02geajJFFL/uXD76pROdx+146RQb947eKRG0vUPzx46BVZet1G+fkvn6m3ueMr1418wdPvTIsxWjPvd759xsgd4YpAdLPM9360qw6kOa9iUErnKSP2avTGlxOp/0q46DM31yfVnFc6M833qOqL5UuuXS8vHnhp5EEbufNnVr7zH+/pEN7iZh/kkzcKbfNf1hwv8RuZ+gt809a/l09cdkH9pSvRXyRrV11Vl9rma/tc32Di9+nDHE39Dvz6hd+M/EuH+n3Z9egvRgSr8cU40V/sK5Ys4F9CHMfZ+C8ajW/jbP6daM7L8bQKWX68P4f4M6uQS2LkoRHeYucf7NO32uHlC4TpxtXqL4tbbr1b1n72qroQt7q3Ot0Z53/0xn8JVE+76ku3ycqrL6vfEa4+zW+GzD+RdJ4w+rNJjd74LyBKcPf+ev/Imzn5l0L3+YzHWP2MP7PcZxDqCAhvqMkUfF7NcqvzEpCCI3P++M07hs077giW8wiOGUD9nuz/zcv1Hd4XDvx21EtxVGN2FN1n0vgvFePtuKuZsOvuPo/mIw2Nxxn4M8s9/5BHQHhDTqfAcxtLeH2+BKTA+Fs+evNuofrL47vbd446r8iOop9VEx39afzLvHn3CuF1n0XzDm4r4W18NT3C6z6T5hEa/6Xw3554hj+z/EcQzIgIbzBRMJFGAuzwhrUeGv/SmDRxQn1y7Jakn1FjBi/3vsIOr+dImr/UGQ0fneNVZ+DVZ/mSBfX/H+H1HNDrb0eNjjH8+7P/Q9Zv3jbqi578S7r/TNIaEeFNizzjjkuAM7zhLJBWsqtmx3m49DNSAhWd2z3h+Mmc4U05kuYdXs7wphxI059T6l8KOcObfiZpzQDhTYs848YWXm5p8L9oxtv94BvP/vNQAnXKySeN3Lqg/ve27TtHdqy4pcF/Jo0jNgsvtzT4z+MHO38ib33Lm1t+cZM/s/znEdKICG9IaTCX+pdsPr9uywiJ6VNPlM3rVoz84cU9vP4WSfN9lc3/uVYdbeBOS395RLvqjXeMcg+vX/7tRmv1JUHu4W1Hze7PG3mryo3XxKn/zZ9ZdnlnqRrCm6W0mCsEIAABCEAAAhCAQGwCCG9sZHSAAAQgAAEIQAACEMgSAYQ3S2kxVwhAAAIQgAAEIACB2AQQ3tjI6AABCEAAAhCAAAQgkCUCCG+W0mKuEIAABCAAAQhAAAKxCSC8sZHRAQIQgAAEIAABCEAgSwQQ3iylxVwhAAEIQAACEIAABGITQHhjI6MDBCAAAQhAAAIQgECWCCC8WUqLuUIAAhCAAAQgAAEIxCaA8MZGRgcIQAACEIAABCAAgSwRQHizlBZzhQAEIAABCEAAAhCITQDhjY2MDhCAAAQgAAEIQAACWSKA8GYpLeYKAQhAAAIQgAAEIBCbAMIbGxkdIAABCEAAAhCAAASyRADhzVJazBUCEIAABCAAAQhAIDYBhDc2MjpAAAIQgAAEIAABCGSJAMKbpbSYKwQgAAEIQAACEIBAbAIIb2xkdIAABIpC4OChV2TpdRtlxZIF8p5ZZxXlsXlOCEAAArkjgPDmLlIeCAIQsEUA4bVFkjoQgAAE0iWA8KbLn9EhAIGACSC8AYfD1CAAAQjEIIDwxoBFUwhAIDsExpLVn+5+QtZv3iabbl4mL/e+IkuuXS8vHnhp5MG+eO1imT/vnPr/bq7R2HdK9+R6m6f3vSDXr71Nblp1lZx+2smj+v38l8/U//eFH5ojN65cLJMmTsgOQGYKAQhAIEcEEN4chcmjQAACowls2Lyt/g+WL1kw8oPGf6Zk9Uf/9Kj8xeUXjcirEuC1q66qn9lNIrytRFuNuf83LyO9LFAIQAACKRFAeFMCz7AQgIB7AmpHdtXa22TzuhX13Vclo6u+dJusvPqykd3Y5lkoOe05ZVp9lzeJ8N6z4xHZ++v9oyS71S6w+6dnBAhAAAIQiAggvKwFCEAgtwQO9x2RG27ZInPe/Y66wCoZ3fXoL0bttCopXvSZm0cxuPJj8+rCmkR4lTDffteOY5hOn3riiHjnFjgPBgEIQCBQAghvoMEwLQhAwA6BSHJX/eWfy9qvfXtEflV1Jac7HvrXUSLaeOQhqfCq2o3HKOw8CVUgAAEIQCApAYQ3KTn6QQACmSAQHSf4xGUXyDfu/v7Il8ui3d9LL5o76o5dU+FttYucCVBMEgIQgECOCSC8OQ6XR4MABIYJRMcMoqMK6p9FwjvtpBNGdmOj4w1jHWlQ8tz4pbaoxs/+7amRXeKozbxz3zdSV7XbtPXvRUl3dLsD2UAAAhCAgD8CCK8/1owEAQikRCAS2Tu+ct2o3dzoyEJ0fZgS3ejT6gyv+lnjmV91Lnfl0o+O2jlWbZrrqn/WKNspYWBYCEAAAoUlgPAWNnoeHAIQgAAEIAABCBSDAMJbjJx5SghAAAIQgAAEIFBYAghvYaPnwSEAAQhAAAIQgEAxCCC8xciZp4QABCAAAQhAAAKFJYDwFjZ6HhwCEIAABCAAAQgUgwDCW4yceUoIQAACEIAABCBQWAIIb2Gj58EhAAEIQAACEIBAMQggvMXImaeEAAQgAAEIQAAChSWA8BY2eh4cAhCAAAQgAAEIFIMAwluMnHlKCEAAAhCAAAQgUFgCCG9ho+fBIQABCEAAAhCAQDEIILzFyJmnhAAEIAABCEAAAoUlgPAWNnoeHAIQgAAEIAABCBSDAMJbjJx5SghAAAIQgAAEIFBYAghvYaPnwSEAAQhAAAIQgEAxCCC8xciZp4QABCAAAQhAAAKFJYDwFjZ6HhwCEIAABCAAAQgUgwDCW4yceUoIQAACEIAABCBQWAIIb2Gj58EhAAEIQAACEIBAMQggvMXImaeEAAQgAAEIQAAChSWA8BY2eh4cAhCAAAQgAAEIFIMAwluMnHlKCEAAAhCAAAQgUFgCCG9ho+fBIQABCEAAAhCAQDEIILzFyJmnhAAEIAABCEAAAoUlgPAWNnoeHAIQgAAEIAABCBSDAMJbjJx5SghAAAIQgAAEIFBYAghvYaPnwSEAAQhAAAIQgEAxCCC8xciZp4QABCAAAQhAAAKFJYDwFjZ6HhwCEIAABCAAAQgUgwDCW4yceUoIQAACEIAABCBQWAIIb2Gj58EhAAEIQAACEIBAMQggvMXImaeEAAQgAAEIQAAChSWA8BY2eh4cAhCAAAQgAAEIFIMAwluMnHlKCEAAAhCAAAQgUFgCCG9ho+fBIQABCEAAAhCAQDEIILzFyJmnhAAEIAABCEAAAoUlgPAWNnoeHAIQgAAEIAABCBSDAMJbjJx5SghAAAIQgAAEIFBYAghvYaPnwSEAAQhAAAIQgEAxCPz/StzIPxlzffcAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.ecdf(df, x=[\"total_bill\", \"tip\"])\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "needed-basket",
   "metadata": {},
   "source": [
    "### Reversed and Complementary CDF plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "respected-night",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "fig = px.ecdf(df, x=[1,2,3,4], markers=True, ecdfmode=\"reversed\",\n",
    "              title=\"ecdfmode='reversed' (Y=fraction at or above X value)\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "intimate-heaven",
   "metadata": {},
   "source": [
    "In complementary mode, the right-most point is at 0 and no points are at 1 (or the total count/sum) per the definition of the CCDF as 1-ECDF, which has no point at 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "pressed-premiere",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "fig = px.ecdf(df, x=[1,2,3,4], markers=True, ecdfmode=\"complementary\",\n",
    "              title=\"ecdfmode='complementary' (Y=fraction above X value)\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "conceptual-engine",
   "metadata": {},
   "source": [
    "### Marginal Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "auburn-rabbit",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuydC5wU1Zm3/1Xdc0OQmyugRlHUSLIqrlFQExc1SiQxRLMSjUYIxkVMVgWEoHgl3j4IGE3kEiMRNFExIRoj3qISNyqadYW4xrtCNAFMEFFgLn2p73equ2f6NtN1qt6u01Pz72/3W5h5z3uqnrcYHg9vnWM5juOAHxIgARIgARIgARIgARKIKAGLwhvRyvK2SIAESIAESIAESIAEXAIUXj4IJEACJEACJEACJEACkSZA4Y10eXlzJEACJEACJEACJEACFF4+AyRAAiRAAiRAAiRAApEmQOGNdHl5cyRAAiRAAiRAAiRAAhRePgMkQAIkQAIkQAIkQAKRJkDhjXR5eXMkQAIkQAIkQAIkQAIUXj4DJEACJEACJEACJEACkSZA4Y10eXlzJEACJEACJEACJEACFF4+AyRAAiRAAiRAAiRAApEmQOGNdHl5cyRAAiRAAiRAAiRAAhRePgMkQAIkQAIkQAIkQAKRJkDhjXR5eXMkQAIkQAIkQAIkQAIUXj4DJEACJEACJEACJEACkSZA4Y10eXlzJEACJEACJEACJEACFF4+AyRAAiRAAiRAAiRAApEmQOGNdHl5cyRAAiRAAiRAAiRAAhRePgMkQAIkQAIkQAIkQAKRJkDhjXR5eXMkQAIkQAIkQAIkQAIUXj4DJEACJEACJEACJEACkSZA4Y10eXlzJEACJEACJEACJEACFF4+AyRAAiRAAiRAAiRAApEmQOGNdHl5cyRAAiRAAiRAAiRAAhRePgMkQAIkQAIkQAIkQAKRJkDhjXR5eXMkQAIkQAIkQAIkQAIUXj4DJEACJEACJEACJEACkSZA4Y10eXlzJEACJEACJEACJEACFF4+AyRAAiRAAiRAAiRAApEmQOGNdHl5cyRAAiRAAiRAAiRAAhRePgMkQAIkQAIkQAIkQAKRJkDhjXR5eXMkQAIkQAIkQAIkQAIUXj4DJEACJEACJEACJEACkSZA4Y10eXlzJEACJEACJEACJEACFF4+AyRAAiRAAiRAAiRAApEmQOGNdHl5cyRAAiRAAiRAAiRAAhRePgMkQAIkQAIkQAIkQAKRJkDhjXR5eXMkQAIkQAIkQAIkQAIUXj4DJEACJEACJEACJEACkSZA4Y10eXlzJEACJEACJEACJEACFF4+AyRAAiRAAiRAAiRAApEmQOGNdHl5cyRAAiRAAiRAAiRAAhRePgMkQAIkQAIkQAIkQAKRJkDhjXR5eXMkQAIkQAIkQAIkQAIUXj4DJEACJEACJEACJEACkSZA4Y10eXlzJEACJEACJEACJEACFF4+AyRAAiRAAiRAAiRAApEmQOGNdHl5cyRAAiRAAiRAAiRAAhRePgMkQAIkQAIkQAIkQAKRJkDhjXR5eXMkQAIkQAIkQAIkQAIUXj4DJEACJEACJEACJEACkSZA4Y10eXlzJEACJEACJEACJEACFF4+AyRAAiRAAiRAAiRAApEmQOGNdHl5cyRAAiRAAiRAAiRAAhRePgMkQAIkQAIkQAIkQAKRJkDhjXR5eXMkQAIkQAIkQAIkQAIUXj4DJEACJEACJEACJEACkSZA4Y10eXlzJEACJEACJEACJEACFF4+AyRAAiRAAiRAAiRAApEmQOGNdHl5cyRAAiRAAiRAAiRAAhTegM/A37c0B8zA4X4IDOrfiH9sa0U67fgZzjE+CfRpigOWhU92Jnxm4DA/BGK2hd36NmDz1hY/wzkmAIGBuzZge3MCrYl0gCwcqkugqSGGxroYtm5v0x1a1fg9BjZVNT+TV48AhTcgWwpvQIA+h1N4fYILOIzCGxCgz+EUXp/gBIZReAUg+khB4fUBjUO6JEDhDfiAUHgDAvQ5nMLrE1zAYRTegAB9Dqfw+gQnMIzCKwDRRwoKrw9oHELhreYzQOGtJt3Oc1N4zXCn8JrhTuE1w13NSuE1w57Ca4Z7lGflCm/A6lJ4AwL0OZzC6xNcwGEU3oAAfQ6n8PoEJzCMwisA0UcKCq8PaBzCFd5qPgMU3mrS7dkrvHW/Wy4GN/GVc0RyUXhFMGonofBqIxMbQOEVQ6mViMKrhYvBHghwhdcDpK5CKLwBAfoc3hNWeCm8Ph+OCA6j8JorKoXXDHsKrxnuUZ6VwhuwuhTegAB9Dqfw6oHjCq8er1qLpvCaqwiF1wx7Cq8Z7lGelcIbsLoU3oAAfQ6n8OqBo/Dq8aq1aAqvuYpQeM2wp/Ca4R7lWSm8AatL4Q0I0OdwCq8eOAqvHq9ai6bwmqsIhdcMewqvGe5RnpXCG7C6FN6AAH0OlxTeWuyVVVhq8br40prPBzbgMApvQIABhlN4A8ALMDRKwtvc0oar5i3FQ0+saSfyg5mTcNrYY93fb932CabMugkvv/qO+/svnzAK18yYhKbGeqxc9TSumLsUd/xoFo4YcZD7/bc3/B2TZ87HBRPGtecIgLrHDKXwBiw1hTcgQJ/DKbx64LjCq8er1qIpvOYqQuE1wz5KwrtgyQoX4rTJ49sF9+f3PIwpE76GltZWV3anTx7fLrQqftMHHxZI74oHV2PRjVPR2NDgyvOowz9D2dV8NCm8msCKwym8AQH6HE7h1QNH4dXjVWvRFF5zFaHwmmEfFeHNre52JqhqBXf9e5vaZTi3gjv7httw3aXnYdg+eyCXY/DuAzD0U4Ox5sW/tMuwmep0z1kpvAHrRuENCNDncAqvHjgKrx6vWoum8JqrCIXXDPuoCK+il2tLUL/Ob1dQv1erubffvaoE8pBBA7Fk7nRXeHMSrNoYdhvQ113p7d+3j5nCdONZKbwBi0fhDQjQ5/BaFV6ft1P1YRTeqiOu6gQU3qri7TI5hdcM+ygJb45gOfFdtOx+99u5dofOaOf6dtX380XYTHW656wU3oB1o/AGBOhzOIVXDxyFV49XrUVTeM1VhMJrhn0UhTdH8k9rX8P8JSvcldqnnnmpYotCfluEan/I7+81U53uOSuFN2DdKLwBAfocTuHVA0fh1eNVa9EUXnMVofCaYR8V4VU7MNxwyy9w6YVntbchqJXeXB/u3zf/091xYezxI9tXeZXgqpXfb59xsjsm/yW23EtuR444qOKqsJnK1e6sFN6AtaHwBgTocziFVw8chVePV61FU3jNVYTCa4Z9VIRX0Svu0z14+H4FfbjF25KpMeeeOdYVWiXHC5c9UNDGoFaIJ158I/K3NjNTpe41K4U3YL3+sa01YAYO90Ng4K712Lo9gXTa8TO8YIz922WBc9R6gvRXJ4hc4i4NMcCysKMlKZKPSbwRUMLbr3cdtnzc5m0Ao8QI9NulHjtbk2hLpsVyMlFlAo31NurjMXy8M1E5OMSIf+nbEOJsnEqSAIU3IM0EfwgGJOhveDxmI5mS+Quo7dc/93cR3WhU/de/LXK1tm2h9VdL4QT/7wz3eqSuS+TmajyJ5DNf47daU5cXi1nuf1hLPfM1dXM1fDGWZcG2gJTAoobkbdbFbcl0zBUiAQpvQNhsaQgI0OdwtjTogZNsaUjfvwxtiZTeBXQSLXVdIhdTw0nY0mCuOGxpMMM+Si0NZghy1mICFN6AzwSFNyBAn8MpvHrgpMRSHS1M4dVjLxFN4ZWg6C8Hhdcft6CjKLxBCXI8hVf4GaDwCgP1mI7C6xFUNozCq8er1qIpvOYqQuE1w57Ca4Z7lGflCm/A6lJ4AwL0OZzCqweOwqvHq9aiKbzmKkLhNcOewmuGe5RnpfAGrC6FNyBAn8N7gvC+u8HySad02L77yLxlVl+nXtiw2MMrVhlviSi83jhVI4rCWw2qlXNSeCszYoQeAQqvHq+SaApvQIA+h1N49cBRePV41Vo0hddcRSi8ZthTeM1wj/KsFN6A1aXwBgTocziFVw8chVePV61FU3jNVYTCa4Y9hdcM9yjPSuENWF0Kb0CAPodTePXAUXj1eNVaNIXXXEUovGbYU3jNcA9zVnVi3PwlKwpOnavm/BTegHQpvAEB+hxO4dUDR+HV41Vr0RRecxWh8JphT+GtPnd1bPEVc5cWTFR87HE1r4LCW026VchN4a0CVA8pJYX3/Vvv9DCjtxApsVSz8aU1b8x7QhSF11yVKbxm2FN4O7i//lbmpeOBAyzsNkCuHkp417z4F1wzYxKaGuvlEnvMROH1CKpWwii8ZipB4dXjLiXi3KVBj7tUNIVXiqR+HgqvPjOJERRe4J8fAvN+nMCWDzuIfvubMRwzUuZ4466Ed+u2TzBl1k14+dV33Mnv+NEsHDHiIOS+fuSIg3D73avc7335hFE4Z/wYXHzlT7Bx8xb39zmJLs6T/71i4W1uacNV85bioSfWuHl/MHMSTht7rMTj5OZgS0NAlBTegAB9Dqfw6oGj8OrxqrVoCq+5ilB4zbCn8AI/+VkSa18u3FKyqQn48Y11IkXpTHhzkjr+lNGucL694e+Yt/Ae3HDZee68SoSV8E6bPL5dgPfeY3dXcltaW93vT5883hVkJbXqky/Lubz5wtvY0ODK7uDdB7TnvfT62zDjgjMwbJ89RO6XwhsQI4U3IECfwym8euAovHq8ai2awmuuIhReM+wpvMDcW5J44+3SPdSvnBnH3nsG36e9XA+vWslVn/yXyXIrr6efMhr777tngdDmvjfq8M+4clz8++KnZ8GSFe6XlCznC++HH32C2TfchusuPa9dcFXs0E8NFlvlpfAG/LNM4Q0I0OdwCq8eOAqvHq9ai6bwmqsIhdcMewpv58L7s5uru8KrRHTixTeWFF7JsB/hVeKaa39QSc89c2xZ4Z08c77bEpH/kWxroPAG/LNM4Q0I0OdwJbz3PpCA4wQ/QeyA/1vm8ypKh0mJpcrMl9bEytLtE1F4zZWQwmuGPYUXeOnPDm69PVlQgBEHW/jed+IiRemspUEJ730Pri77Mluu3SHXslBphVfJ7qYPPmzP1dUKb65ton/fPiL3V5yEwhsQK4U3IECfwym8euCkRJwvrelxl4qm8EqR1M9D4dVnJjGCwpuh+PqbDl56OY1/fujg0/vb7gtrvZokCANee3jVbLleXN0V3nzBzclxrk+3qx5eNafqHX7r3fcxZvSRIjdM4Q2IkcIbEKDP4RRePXAUXj1etRZN4TVXEQqvGfYU3upz19mlIbc/r7qq/JfSKq3wKmnNtSoMGTQQu/XfFUceNrykpUGt6hbv0qDil8ydzpfWqv8oeJuBwuuNk3QUhVePKIVXj1etRVN4zVWEwmuGPYXXDPcoz8oV3oDVpfAGBOhzOIVXDxyFV49XrUVTeM1VhMJrhj2F1wz3KM9K4Q1YXQpvQIA+hyvh/d9rfwYHwV9a83kJZYdJiaVKzpfWJCvTvXNReM3Vj8Jrhj2F1wz3KM9K4Q1YXQpvQIA+h1N49cBJiThfWtPjLhVN4ZUiqZ+HwqvPTGIEhVeCInPkE6DwBnweKLwBAfocTuHVA0fh1eNVa9EUXnMVofCaYU/hNcM9yrNSeANWl8IbEKDP4RRePXAUXj1etRZN4TVXEQqvGfYUXjPcozwrhTdgdVsT6YAZONwPgfq4jbU3/Aw11sKLA4YFP+4xx+PNMkdK+mGlxkhdl61uzwLSQo993de/7feWetQ4ywLqYjbakkLgexS9YDdbF7eQSjlI19brAsFuqhuMjtmAbVlIpGoLfEOd3Q3o8RLLEaDwBnwutnzcFjADh/sh0L9PPf73uttqTnj329fP3ZQf8867crmkrqsuZrnCm0jW1l9CcqQymZyvTpBOGSifbQN9d6nH1k/48yYQSB+Dd92lDs2tycg/8z7QVHWIEku1sPFJc+FJY1Wd1EPygbvWe4hiSC0SoPAGrApbGgIC9DmcLQ164Gq1pUHvLsKLTnzlnPAm8zATWxo8QKpSCFsaqgS2Qlq2NJjhHuVZKbwBq0vhDQjQ53AKrx44Cq8eLwqvHq8oR1N4zVSXwmuGu+6s+UcH644NO57CG5A4hTcgQJ/DKbx64Ci8erwovHq8ohxN4TVTXQpv9bmro4WvmLsUd/xoFo4YcVD7hEpib797VcnXy10Rhbf6daqZGSi8ZkpB4dXjTuHV40Xh1eMV5WgKr5nqUng7uCf/8pL7G3u3wbB3HyJWECW8K377FD7z6X0xY8oZaGqsx9sb/o65t97t/t8bLj2vQIQpvGLou2ciCq+ZutWq8JqhUXlWCm9lRvkRFF49XlGOpvCaqS6FF0h/sBHbr/kvpP+xqb0IvS64DPWjx4oURQnv+vcyub8w8hBXbtWK7Wc/PRQ/v/cRTJ883v2akt/JM+dj4+Ytbuy5Z47FtMnj3V8Xr/Bu3fYJpsy6CS+/+o77/eLVY5EL95mELQ0+weWGUXgDAvQ5nMKrB47Cq8eLwqvHK8rRFF4z1aXwAjvmzkLif/5YUACrV2/0veMRkaLkhHfclz6PX6z8Pc775pdx9/1P4MyvnYCpV9/aLryPrn4B+++7F4bts0e7/OZWf/OFNye7408ZjdPGHuvGzlt4D2647Dz079tH5JqDJKHwBqEHgMIbEKDP4RRePXAUXj1eFF49XlGOpvCaqS6FF9h+9feQ/MvakgL0mftzxIYeELgwOeFVq7VKXF9/+z1855tfxv777umu0uZWePMnam5pw1XzlmLU4Z9xpTZfeP+09jXMX7ICi26c6gpuLvb0U0ZXbI0IfDMeElB4PUDqKoTCGxCgz+EUXj1wFF49XhRePV5Rjqbwmqkuhbdz4e23onDV12+F8oVXyep9D67GNTMmoaW1tUB4c+L60BNr2qf6wcxJZYV34sU3llxOrbQ1UHj9PinZcRTegAB9Dqfw6oGj8OrxovDq8YpyNIXXTHUpvEDihaex44eXFRSg7nOfxy4zS6XST5XyhTd/fK41Qa3w/utB+7kruoN3H+D27VZa4c1Js3oBrtY+FN6AFaHwBgTocziFVw8chVePF4VXj1eUoym8ZqpL4c1wT77yv0j86b/dF9jin/031I8+GdYuMv2wOsKba2Eo7tPtqodXXb9aOVaf/G3PzDxRAIU3IHkKb0CAPodTePXAUXj1eFF49XhFOZrCa6a6FN7qc/civEpUlbTmWhWGDBqI3frvivFfPa6kpUFdcfEuDQcP36+9p7f6d9T1DBTegBWg8AYE6HM4hVcPHIVXjxeFV49XlKMpvGaqS+E1wz3Ks1J4A1aXwhsQoM/hFF49cBRePV4UXj1eUY6m8JqpLoXXDPcoz0rhDVhdCq8ewLrfLdcb0En0Lk1xvPJaGg4ckXxRT0Lh1aswhVePV5SjKbxmqkvhNcM9yrNSeANWl8KrB5DCq8dLKprCq0eSwqvHK8rRFF4z1aXwmuEe5VkpvAGrS+HVA0jh1eMlFU3h1SNJ4dXjFeVoCq+Z6lJ4zXCP8qwU3oDVpfDqAaTw6vGSiqbw6pGk8OrxinI0hddMdSm8ZrhHeVYKb8DqUnj1AFJ49XhJRVN49UhSePV4RTmawmumuhReM9yjPCuFN2B1Kbx6ACm8erxqLTpmW9h/PwttiVStXZro9UgKr8Qzb1kWejXGsKM5KXKfkvcnckE1nITCa6Y4FF4z3KM8K4U3YHUpvHoAJf7yVzNylwY97lLRFF59khLPPIVXn7vUCAqvFEm9PBRePV6MrkyAwluZUZcRFF49gBJ/+VN49ZhLRlN49WlKPPMUXn3uUiMovFIk9fJQePV4MboyAQpvZUYU3oCM8odL/OVP4RUsiGYqCq8mMAASzzyFV5+71AgKrxRJvTwUXj1ejK5MgMJbmVGXER9+0hYwQ88abj2wTOSGG+tjeOWNFHjuhAhOz0ls28IBw4BkMtoHfjjjJnhmUilQ4pm3LKChLoaWNpneacn7q3T/3f37fXrVoaU1iUQq2s98rdWpvs5GfczG9haZvnWp+xvQp14qFfOETIDCGxC41F9AAS+j2wxPrvy5yLWqlcbX3uRfQCIwNZIo8VIfRwi9kmepz5tvS2UChs/4tlgyyWc+lZYBHz9N7v7EQNVoovq4jWTaQVqIfY3eZs1dlvoZr/4DO5FM19S1qcUWfronAQpvwLqxh1cPoMQ/76oZ+dKaHnepaPWXEGAhlZb5S0hquzR1f+9uyNq4wM3u9d1vCWTJpJB45tnSIFYO7URsadBGJjKALQ0iGJkkjwCFN+DjQOHVAyjxlz+FV4+5ZDSFV5+mxDNP4dXnLjWCwitFUi8PhVePF6MrE6DwVmbUZQSFVw+gxF/+FF495pLRFF59mhLPPIVXn7vUCAqvFEm9PBRePV6MrkyAwluZEYU3IKP84RJ/+VN4BQuimYrCqwmMLQ36wGpsBIXXTEEovGa4R3lWCm/A6vaEFV4pSQ2IumA4e3glaXrP1VOE1zuRypESfcrSK7yVr9p7xGN9JnoPrhB53L/L9IaraaR+bjU1xNE69my0JuSuTQxYhBNReCNcXEO3RuENCJ7CGxCgz+EUXp/gAg6j8OoDpPB6Z0bh9c4q6pEU3qhXOPz7o/AGZE7hDQjQ53AKr09wAYdRePUBUni9M6PwemcV9UgKb9QrHP79UXgDMqfwBgTocziF1ye4gMMovPoAKbzemVF4vbOKeiSFN+oVDv/+KLwBmVN4AwL0OZzC6xNcwGEUXn2AFF7vzCi83llFPZLCG/UKh39/FN6AzCm8egClDgdQpx8lkg7U/+MnPALSwhvelXfvmSxY+OxBNnY019Yxq4qq1J9plavWDvxQ16ReWmtLppASOlo48ZVzuvfDWOHqpV4WjMdtNP7HJGzd3lZTvPYY2FRT18OL8U6AwuudVdlICq8eQKm/HCm8etyloim8UiT18lB49XipaCnxovDqsZfiTuHV487oygQovJUZdRlB4dUDSOHV41Vr0RReMxWh8OpzlxIvCq8eeynuFF497oyuTIDCW5kRhfd3ywNS6hhO4RVDaSQRhdcIdlB49blLiReFV4+9FHcKrx53RlcmQOGtzIjCS+EN+JREZziF10wtKbz63KXEi8Krx16KO4VXjzujKxOg8FZmROGl8AZ8SqIznMJrppYUXn3uUuJF4dVjL8WdwqvHndGVCVB4KzOi8FJ4Az4l0RlO4TVTSwqvPncp8aLw6rGX4k7h1ePO6MoEKLyVGVF4KbwBn5LoDKfwmqklhVefu5R4UXj12Etxp/DqcWd0ZQIU3sqMKLwU3oBPSXSGU3jN1JLCq89dSrwovHrspbhTePW4M7oyAQpvZUYUXgpvwKckOsMpvGZqSeHV5y4lXhRePfZS3Cm8etwZXZkAhbcyo9CE96k/2AGvpjrDD/i/ZdVJHCArD54IAC/AUApvAHgBhirhrYtbaEumA2TpGCpx3HEum9RWgypfTzhp7bE+E0VqqJJI/WyuRe5KeOO2hZa2lAgvqRPueNKaSDmMJKHwBsQuefAEhdd7MSi83llJRlJ4JWl6z0Xh9c4qFym10ii9wkvh9VZLCq83TozyToDC651V2UgKb0CAPodTeH2CCziMwhsQoM/hFF59cBRe78y4wuudFVd4vbOqtUgKb8CKbPm4LWCGjuGPP2WJ5ZJMtP+f75BMJ5IrHrORTKcBRyQdk3gkYNuZZzSdJniPyGTCLCBu20imZFoa9ttX5rJUlnfelcu170UTxJJZv5VpxWqoy3AXQg/JFV6pn821yF21M6j/wG4VauNxvirzbA3ctV7sGWWicAlQeMPl3eVsz75QmxLR7/8eriFKvBQSIIGgBPbfT+4/rt96R+7n1mcmjQ16a+3j21bX5s+t/+n1JbF7lPrZ3BO4148+WYw7E3VPAhTe7lk3XjUJkAAJkAAJkAAJkIBHAhRej6AYRgIkQAIkQAIkQAIk0D0JUHi7Z9141SRAAiRAAiRAAiRAAh4JUHg9guosLJFMY0dLEim+xBOQpN7wPk112N6SgCPXPqh3AT00Wr3AA1hoTcjsjdlDMWrftmUBvRvr8ElzQnssBwQj0Ksxjta2FH/GB8OoPbouZiMet9DcWls/awbu2qB9LxxQGwQovAJ1+Me2Vijx5Sc8AoP6N0Jx524B4TFXM/VpigOWhU92UrzCJK/eVt+tbwM2b20Jc1rOBUAJzvbmBFoT/Bkf5gPR1BBDY10MW7fL7YQkcf3clkyCopkcFF4B7hReAYiaKSi8msCEwim8QiA101B4NYEJhlN4BWFqpKLwasBiqCcCFF5PmLoOovAKQNRMQeHVBCYUTuEVAqmZhsKrCUwwnMIrCFMjFYVXAxZDPRGg8HrCROEVwCSagsIritNzMgqvZ1SigRReUZxaySi8WrjEgim8YiiZKEuAwivwKHCFVwCiZgoKryYwoXAKrxBIzTQUXk1gguEUXkGYGqkovBqwGOqJAIXXEyau8ApgEk1B4RXF6TkZhdczKtFACq8oTq1kFF4tXGLBFF4xlEzEFV65Z4ArvHIsvWai8HolJRtH4ZXl6TUbhdcrKfk4Cq88Uy8ZKbxeKDFGhwBXeHVodRJL4RWAqJmCwqsJTCicwisEUjMNhVcTmGA4hVcQpkYqCq8GLIZ6IkDh9YSp6yAKrwBEzRQUXk1gQuEUXiGQmmkovJrABMMpvIIwNVJReDVgMdQTAQqvJ0wUXgFMoikovKI4PSej8HpGJRpI4RXFqZWMwquFSyyYwiuGkomyBCi8Ao8CV3gFIGqmoPBqAhMKp/AKgdRMQ+HVBCYYTuEVhKmRisKrAYuhnghQeD1hAt7e8HfMW3gPbrjsPPTv26dgFIXXI0TBMAqvIEyNVBReDViCoRReQZiaqSi8msCEwim8QiCZpp0AhbfCw7B12yeYMusmvPzqOzh4+H5YdONUCm8N/AGi8JopAoXXDHcKrxnualYKrxn2FF4z3KM8K4XXY3W5wusRVEhhFN6QQBdNQ+E1w53Ca4Z7rQvv+vU2nnseaG6x0K+fg+NGO+jf1zEHS3DmzoTX2rkddb9aCOufH7izpY4ag+RRJwrO3HWqPQY2hTYXJ5IlQOH1yJPC6xFUSGEU3r/qNQYAACAASURBVJBAU3jNgC6alcJrrgy1usKrZHfpcrsAjJLeC/4zjcZG89Ibe3Ode21OU2+k9xqmXcDOhLdhwSXI5c4lbZswA8lRJ2nP4WcAhdcPtdoYQ+H1WIeuhPfjnQkkU+Z/wHi8lUiE9etdj207EnAccg+zoE31McACmltTYU7b4+eyLQu77lKHj7a39XgWYQPo06sOLa1JJEL+Gd/cAjQ1dn63jz0B/P4pqyTg/HOB/fY1+HNx5yewfnIlrNczwutK7zEnwZk0S6t09XU26mM2trckO8bt/AT2f40ryeN8+hA4M3+kld9v8IA+9X6HcpxhAhRejwXoSnhbEynQuzyCFAprqLPRlkyTuxBPr2niMfUXrIVkKu11COMECFgWUB+30ZogdwGcWikU92TaQTpdfYncstXCXfek8OY7mUsc0B/4z4k29tqj9JLvvMfB8y+WXtNF59s4QH9BVYtJV8HJXy1F8v5lJSEN190Oa5/9Pc+j/lXDti0kkh3PvLPhLbTOPrckh33Qoai//BbPuYMENqr/6OenWxKg8HosG1saPIIKKYwtDSGBLpqGPbxmuLOlwQx3NWuYLQ0rH7Cxdl1pm8K0C0v/ReW55208/GhhrLreqReljPbxNs06E9a2f5YUrHXy1UiNOMZzITtraWicNg52886CPMlRJ6JtwkzPuYMEsqUhCD2zYym8HvlTeD2CCimMwhsSaAqvGdBFs0ZVeFtaLLz2uoWt2ywMHuRg+KdrbwU7TOFduCSGTZtL2xTmXJn3z/p5z8Yv77Xx2usd0nvymDSOGmmOYfzp36L+l7cA6p8kij6tU3+I1IGHev7z1Jnwxtc8hviKW9ulN3XAIWg7/xo4vXp7zh0kkMIbhJ7ZsRTeCvzztyXLhZ575lhMmzy+fST34Q3/Iabwhs9czcgVXjPcoyi8SnYX/tTGRx91yNHQfRxMmlBb/eFhCu/td8Sw4a/ehVc9jYrjpk0Whg7tXHTrnloJ+6VnYX+4yX2BLPGVc3y9SFbp6W+6+KuwWprdPv+CT7wOO3+8qtLwgu9X2pbMfv9tOAMGhSa6uYuj8GqVsaaCKbwC5aDwCkDUTEHh1QQmFE7hFQKpmSaKwtvZP8lPOifdpbxpogsc7lV4rS2bEHvjZXe+1IEHwxk4WHvuJ1dbWP10YY/oPns7OHei//8IUCui9cvmFVyLM3AQmq+9S/v6Kg3oNeVEOHBgOcp4O/qLk0cch7ZzZ1cariW8WskEgym8gjBDTkXhFQBO4RWAqJmCwqsJTCicwisEUjNNdxdetQr53As23n03c+P77gsk2hz88dnSHtRTx6Vx2KHm/lm+uDRehDe29hk0LLm6YKhuz2pusJLed9dnuPTv72DsGCfQNmMNi65E7M/PlTxxui0GXh5ZJbyu6CrXzbY1OE27oOXau7RXYiut8Hq5nmrEUHirQTWcnBReAc4UXgGImikovJrAhMIpvEIgNdN0d+Fd9YiNNS8Uyu2gQWls3lwqvLW8wps79CD2xp/dCqYOPASJ/7gADTdNh/1+dmuFbG3Te+2HltlLNCstHx6m8NatWIi6p36TvQnXeuFX/Cm88s9CT89I4RV4Aii8AhA1U1B4NYEJhVN4hUBqpumuwqtWdtWnuFc3d/sNDQ5aWzsaPgft7uC75/v/53tNrJ7CB8basGPN00h9sBGxF5+GvXF9wTi1Q0B8zeNlc+1cVP7rniYWCqp7ciXq7ltUkC3d1AstCx4QmqEwjWqhsP6x0f1i+tMjtF5Uy89E4a1KeXp0UgqvQPkpvAIQNVNQeDWBCYVTeIVAaqbpbsK7cbOFu+/teCFN/et2ub3KL5uZwqtql4atDoYMtjD8oNppZVAlUiu6va74Fpyd2zutmOqHVTdnfZg56jb3cQbsjubrfqFZ6eqE1y+b2y7lSnYT58zU2iKsOlfVdVYKrwnq0Z6TwitQXwqvAETNFBReTWBC4RReIZCaabqb8C5dFsP6Dfmv6mf+eTv/E/RlLE2EXYbXPXQn4k/8GlbzDqhWhMTpF7grk3UPLkPdqq5f7lJimzzh6yWrqInTpyBx/GmSl9mjclF4e1S5Q7lZCq8AZgqvAETNFBReTWBC4RReIZCaabqb8F45J15wh0p37cz7++7X+/V1cOYZaQwZVP3Ty/IvJLbuWajtrNRHtSKonRTK7mKQfdFKSXAl4c0dehB7Yx3s19e6uYP8U77moxHZcApvZEtr7MYovALoKbwCEDVTUHg1gQmFU3iFQGqm6e7Cq263T28H/3VBpmWhsTFc0VVzFr5QlSmA2qlASW1nuxgoge1KeMM+9EDzsenW4RTebl2+mrx4Cq9AWSi8AhA1U1B4NYEJhVN4hUBqpulOwqteVLt+buFesup2/2U3JbzVfyFNrdgquVXtCWpLLNVukDzuVDRNP7WEulqdVZ9yL50pGVaHNDRdcTawc0f7WCW5rdPma1aQ4boEKLy6xBhfiQCFtxIhD9+n8HqAJBxC4RUG6jEdhdcjKOGwjz+28fvf2/jok8zK6L+NcDCihvaqzb/d9ettLF2uthtz4LgHEKj2XQd77wWcN6m6wqsOf2i6/Fsl9BOnn4+6+xaXfF3Ja+roMSUHM+TvYqB2adi55g9Ibvo70p/av+Zf9hJ+9Iylo/AaQx/ZiSm8AqWl8ApA1ExB4dUEJhRO4RUCqZlmwS2xgiN41fAzx6drblcDdV2drfAqQT9tXHV3YWi85VLYr/5PqfCeOB51j68o+Xqu/1a9nOZup/XhB1ASnBh/QfvRu14OntAsJ8M9EKDweoDEEC0CFF4tXOWDKbwCEDVTUHg1gQmFU3iFQGqkefkVG/f9uvSAhlFHpjH2S9UVSI3LdEPVNl71y+dBvRymPs1Wb9zb7/t4s+8xmDSx+i+p9ZrxdWD7x6XCO/ZsoHlH3qEIgFrFbZu2oF1sO7tXCq/uUyATT+GV4cgsHQQovAJPA4VXAKJmCgqvJjChcAqvEEgPaTr2ss20BxR/Dvp0Gt/8Rm0Jb7lDDpL1vbF5zv3o37f6L6r1Ov/E4t3PXGy5Y3TVDg1qNwWnV2+kDjna03G3FF4PD2sVQii8VYDaw1NSeAUeAAqvAETNFBReTWBC4RReIZAe0nTsZZs9taFwG1ucPCaNo0bWjvCq1d2GeRfB3vTXkrvLCaeH2w4U0jT7LFhbPnClN7MJmgVnwCA0X9f1XrpdTUrhDVQS34MpvL7RcWAnBCi8Ao8GhVcAomYKCq8mMKFwCq8QSA9piveydRd5s9JbS6u7atW0YfFVsLZszhynpo5VK/qEJbyxtc+gYcnVBbO3Tr460ItmFF4PD2sVQii8VYDaw1NSeAUeAAqvAETNFBReTWBC4RReIZAV0nT24lefPsCMqcmqXYRapY0//xjs19chPWAw0iOOdk8c6+rTsOASxN5clw0pPVFNSfDOxb+v2jUXJ1Y7NdjvZQ6XSH9qmHu4RJAPhTcIPf9jKbz+2XFkeQIUXoEng8IrAFEzBYVXE5hQOIVXCGSFNC+ts/GbB0pfVPv0AQ7OOrN6W3sVymvmIiutzvaaktnL1v0Ur/A6DtKNTWj50YPhgKvCLBTeKkD1kJLC6wESQ7QIUHi1cJUPpvAKQNRMQeHVBCYUTuH1DlKt0j73go13382M6dfPwdgxjqdTxp5cbWH10zG3DxV5e9ked2wax4+uzstf9lsvo3H+tJIbzG3d1dmdFwhv5ord3ln1UTshJM6ZGailwDvx6kRSeKvDtVJWCm8lQvy+LgEKry6xMvEUXgGImikovJrAhMIpvN5B5qQ1f8TQfRxMmlB5hbazFd5q7b2rWhkarzkX1scfltxgpZPF6pfNLTqpzEHqsC8gOfprSA8cFLilwDvx6kRSeKvDtVJWCm8lQvy+LgEKry4xCq8AseApKLzBGfrJQOEtpKa2DuvfF2VXbW+/I4YNfy19gWvOld56cG9dHMPmDzrG7znEwuTzEn7K1uUY1X9b/7PrYH28BUBpG0XiuFPdgxg6+7h9v79bDvXymvqkDzjEPc5Xbf0VhQ+F10wVKbxmuEd5VgqvQHW5wisAUTMFhVcTmFA4hTcDUq3ArnrUQmtLRkjVyq3aE7exsaPdoFhYcyXwKrwq/tXXbGzc5GCvPWx8YWQdNm9tEaokXEFtWDAdVvP2ju0firM7DpoX3B8ZefUDj8Lrh1rwMRTe4AyZoZAAhVfgiaDwCkDUTEHh1QQmFE7hzYC8bm6sXXZzaEcfmyror135gI216wpXTPv1dTDtosotDcXlitkWduvb4Ft41Sps3a8WwvrnB27q9GFHw35tLWJ/fi57qEVur193A1vAyoi7Opyhdcocoaene6ah8JqpG4XXDPcoz0rhFaguhVcAomYKCq8mMKFwCi/wxhs27rqn9J/+99nbwbkTO2R26zYLK39jt7c1KNk98wx/x+sGFd7GG74L+69vlH8Kyuwk5sru8MPR9p3Le/TqruJA4RX64aGZhsKrCYzhFQlQeCsiqhxA4a3MSDqCwitN1Fs+Ci/w44Vx/OOfpby6OgxC7diQ3+7gjXZHVBDhVYdCxNY9WzplvA5Ilu8JVi+qtZ1/TY+XXQqv7pMqF0/hlWPJTBkCFF6BJ4HCKwBRMwWFVxOYUHhPF17VU3v3CrvsgWLV2kFBlU5HeNVpY/Enf5P5AZ9Own7rlfYT2vIfg/SA3WF/mGlxyHwyuyu0fX1yt99ZQehxd9NwhVeSpvdcFF7vrBjpjQCF1xunLqMovAIQNVNQeDWBCYX3ZOFVLQrL77KwZUtHO4M6Z0F9hh+Udl9aq9anWHjVC2eZl82A9J7D2ldiY2+sQ8NNl+Q5bOaoX7U7bm5v3Nw31f666U+PQOylP7pfSh32eSRHnVStW+i2eSm8ZkpH4TXDPcqzUngFqkvhFYComYLCqwlMKLwnC++CW2L46CMlu6UHP5w6Lo3DDg1HeOtWLETdU5kVXPVxBg5Cy2WLXemte3AZ6lbdVabahQdCOP8yBC0XzeVKroc/FxReD5CqEELhrQLUHp6SwivwAFB4BSBqpqDwagITCu9pwqt6bzdtVoukFm6/I7OyW3x67qDd1ctqhVuSCeFuT5Nb4f3grfVouvxbJekTY89G4pQJKJZhJef5J5+p36SbmtB63S/Zn+uxSBRej6CEwyi8wkCZjj28Es8AhVeCol4OCq8eL6noniS8qx6xseaFXPuC2m83f2VXtQmkMWR3Cxec7+0giSA1iH+4Gbu+/yp2Pno/7HdeKUmVOw0tvuYx1C+bV/h9B0gc/zVYzTvgDBiE5NFjuLKrUQwKrwYswVAKryBMpnIJcIVX4EGg8ApA1ExB4dUEJhTeU4R3/XobS5cXbT1WZvuuk8ekcdTI6rUyqLKVldiieuafhpZ/1G+6qReS47/L3twAzz+FNwC8AEMpvAHgcWhZAhRegQeDwisAUTMFhVcTmFB4FIVX7bywKXuE7757Oxg6NI0nV1tY/XSsiJqFeCyNZCpzuprahuy0cU6g7cYqlUW9nKb20EW668MqWqcvQGr/gwvSqcMmonK8byVO1fw+hbeadDvPTeE1wz3Ks1J4BapL4RWAqJmCwqsJTCg8asJb2LaQgaS2F/toG/Dwo6WHS0i/nGZt2YTYGy/D+nATUocejfRewwoq1TQt04pQ9pPdIsLptxuab7xHqMJMU0yAwmvmmaDwmuEe5VkpvALVpfAKQNRMQeHVBCYUHjXhvXJOvISMOjHttFPTWLjYRmtrZjVXfRoaHFxwfhr9+5bu0uAHr1q9bVgwvUBo81sTcluMFW4pVthX4QzY3T36t1iU/VwPx5QnQOE182RQeM1wj/KsFF6B6lJ4BSBqpqDwagITCu/uwqv20n3kEQsbN1tobAA2be4Q2hwitevCd89PuTHPrbGwdauF/v0dHDXKwZBBMrLrCvRNl0BJbfGnef5v3FaE9j11i7eFANA6+WqkRhwjVFWm6YoAhdfM80HhNcM9yrNSeAWqS+EVgKiZgsKrCUwovLsL78IlsULJLfMiWldHBAfFGH/ucbd9QfXXxlffD6RLX3hrnfpDpA481I1puPws2M07MztEZF07+aUz0Pa17wS9FI73SIDC6xGUcBiFVxgo03GXBolngMIrQVEvB4VXj5dUdHcW3vXv2Vj68+K+3MLtxlTbwlnfyLy4Jv1pWHAJYm/mVnTLmHZ2wtwKr/qtOia47nfLYf/tHaDXLkiMPAmJ8RdIXxrzdUGAwmvm8aDwmuEe5Vm5witQXQqvAETNFBReTWBC4d1ReFUbw9332Ni0ufwpaXvuCRz5ubTb4jB4iCPWo5uPvO6JX6PuV4vzvpQR3uIjf1N7DUPr7Py4zJDio4WFysk0HghQeD1AqkIIhbcKUHt4SgqvwANA4RWAqJmCwqsJTCi8OwrvygdsrF2XXdkt0w876sg0xn5JfkU3t0Ibe/PPiP/ht0Aq/4CK7AlojqW8N3t8m+rNvaZsby6FV+gB9pGGwusDmsAQCq8ARKYoINAjhfdPa1/DxItvdEEcPHw/LLpxKvr37dPpo7FgyQrcfveqTuMpvOH/qaLwhs9czdhdhFet6uYkd9064MOtmZfT3HXVPOmt5l66dQ8uQ92qu3KzlimY4558Zn34AdRuC8lRJ7nHA5f7UHjNPO9qVgqvGfYUXjPcozxrjxPetzf8HbNvuA3XXXoehu2zB1auehprXvwLrpkxCU2N9SW1Lv5+uXgKb/h/RCi84TPvLsKrZPemmzsOjSizqOvCu2xmKtChEeoEtLoVC9u3FVP76Laef017YXpNOTH76/L9uk48jparf+7pmF8Kr5nnncJrjjuF1xz7qM7c44RXCev69zZh2uTxbk2LBbi40Gp1V31y8Wp1eP6SFQWrwhTe8P94UHjDZ95dhLf8KWmFvNReu+dO7Pr0sq4Iqx0UmmadASRaC8ISp09B4vjT3K/lC29GefO2QHOAtm9/H8mRX/RUSAqvJ0xVCeIKb1WwVkxK4a2IiAGaBHqc8BYL7NZtn2DKrJswffJ4HDHioBJ8Sognz5yPscePdKVXjR/6qcE4beyx7bH//LgViWR1egA169ljwnfv1wjFPZ2W2xe1x8ALcKN9GuOAZeGT5kSALLJD1dHAar/cdzdY2HcfB21J4G9/K95f18Len0rDtoDhwx382wj/RwJb/9yEuvtvR+x/VpfcSOqQo9B2wRz36w1Tx2W3FFO/y2wr5sRicIb9q9unmzwhI8ZePkp4lXh98FGLl3DGCBIY0KcBO1oSaE3wZ7wg1oqplPA2xGP4aEdbxdgwA4YMaApzOs4lSKBHCm++sFYS3uaWNlw1bym2fbIDf3zh5bI9v9kTPgXLwlSVCFhW5j0ffkImkPPIGmH/zw+BS+cUynfxzgc5QlfMiGPvPUsPmvBKMLX+Tez84aVI/2NTp325dceejF7fne2mTPxhFXYuvL4jfa9d0HvGDYh95t+8TlkQx2feF7bAg8g9MELfCWqRvbomfrongR4pvKpUuRaFSsJbvKKrWiJWPLiaLQ2Gn3e2NJgpQFgvra3fkPlbZeg+XZv1c8/bePjR4r11gaZGB80tHX8zjTg0jdPG+VuhUyee2WufRd0zDwFteS0MHk5As7Zsgv3e20Cv3kgPHOSpX7dcZdnSYOZ5V7OypcEMe7Y0mOEe5Vl7nPDq9PDmVndPP2V0e7tDuZ5f9vCG/0eEwhs+czVjtYVXtSes/K2F1qys9uvn4MxvpDs90rezft3PH53GgfsDzS1Av/7ejwRWB0Ok9xzmHu2rPurgh4YlV5fCdv95IXtoRXbJxxn0KTRfvbQqhaHwVgWrp6QUXk+YxIMovOJIe3zCHie8lXZpKF7BVSu8mz74sH0XB67w1safGQqvmTpUW3gX3BLDRx8V/pthV0f9btxsYdGSjh0ZclSmTE51KsnlyHVsIZb5bm7HhYYF06H20S35qH5cy2l/ES3d1AuJ8+e4RwJX40PhrQZVbzkpvN44SUdReKWJMl+PE15V8q724S0W2twq70NPrHGflnL79nKFN/w/SBTe8JmrGaslvGrPXLWd2FOrSxvkGhodzJ7Z+Y4Kqq1BrfS2tlpQRwMfP9rBUSMrty/Y77+N+JO/hv23DbD/+kYJ0LYJMxB79tEO4S1uYXCA1KgvInn0l5Deq2NVuBqVofBWg6q3nBReb5ykoyi80kSZr0cKr3TZKbzSRCvno/BWZlSNiGoIb8FJaGUuetDuDr57vv8txIpTqi3FYn/5E+rvXAC0db7rQWLs2bA+3Iz4msezKbLHAds20sP+FekDDun0oAhp9hReaaLe81F4vbOSjKTwStJkLkWAwivwHFB4BSBqpqDwagITCq+G8F45J553daWHNIw+NuWu2kp8VE9u/fJ57YdFZHKWPxhCCW/y6DFoXDDdPQ0t91Erv+pUtDA/FN4waRfOReE1w57Ca4Z7lGel8ApUl8IrAFEzBYVXE5hQuJTwtrRYWPWohXfetfHxx8UXZ6GpKQ11OMTwg4DDDq3cnuD19pou+TqsHR9n9rRr319IbWRWdDAEgJbZi91WBfVROzWoT5CdFrxeY7k4Cm8QesHGUniD8fM7msLrlxzHdUaAwivwbFB4BSBqpqDwagITCpcS3oI2hjILrF29qKZzK2rXBfVxmnq70lp336LM8OI5s79P730AnH67IXnC16v2AprO9ediKbx+qMmMofDKcNTNQuHVJcb4SgQovJUIefg+hdcDJOEQCq8wUI/pKgmvevFs20eZZF3toXvd3Fj71mPt23tlr0G9eDZpYudbkXm8VDQsuAQ54XUdd5ddM6u7nXwSx52KxPgLvKYPNY7CGyrugskovGbYU3jNcI/yrBRegepSeAUgaqag8GoCEwrvSniL98QdPMjBpAlpNDaW9t8W9u2qi8vszjDpnBQGD/Z/7K+baed21P/sWsRefdHDXTtIHfZ5tJ19Sfveux4GhR5C4Q0defuEFF4z7Cm8ZrhHeVYKr0B1KbwCEDVTUHg1gQmFdya8ne2He/KYdNktwn55r43XXi88IU2qjaFh8VXugREdPbplbj7bw+vU16P55oeE6FQvDYW3emwrZabwViJUne9TeKvDtSdnpfAKVJ/CKwBRMwWFVxOYUHhnwrt+vY2ly0uP+O1MYtVLa7+4x8aGv2ZWdtULamedUX41WPfSe005seiltFwGB+khQ2Fv3OB+odqHRehed1fxFF5Jmnq5KLx6vKSiKbxSJJknR4DCK/AsUHgFIGqmoPBqAhMK70x433jDxl33lAqvOuL3pC/K7bLQ1W3UPbUSsTVPZA+RKN15wRmwO1pmL3FTqP11czswCKGpahoKb1XxdpmcwmuGPYXXDPcoz0rhFaguhVcAomYKCq8mMKHwzoRXnXa26hG7pIvgC8c4OPEEuUMjyt2G6tmte+wexB+9t3D7Bbd1OLP9mNO0C1quvaum+3S5wiv0kAqnofAKA/WYjsLrERTDPBOg8HpG1XkghVcAomYKCq8mMKHwcsL76ms2fvuQhR07VHuC+t/ciq6N0ccmxQ6N6Ex2G68/H9aWzdlvZ/cXKzoGODn6a2j7xneFKISfhiu84TPPzUjhNcOewmuGe5RnpfAKVJfCKwBRMwWFVxOYUHix8KptyG66OZYV3dLdGM4cn8bwg6rX0lD/ix8h/seHOu3Zze3+0HztnXAGDhaiEH4aCm/4zCm85pirmSm8ZvlHcXYKr0BVKbwCEDVTUHg1gQmF54T3rxuT7n67r/zFxvN/yrx4VrSoCqldF7q69KaLvwqrtbkoJLPK68TjSB53GpL/fkq3ll11cxReoQfYRxqu8PqAJjCEwisAkSkKCFB4BR4ICq8ARM0UFF5NYELhSngf/j3w2BO5hEp281d2M/J7+OEpjPty9VZ21Rz2+2+j8drJZbcfcxoa0TZxFlIjjhG6c7NpKLzm+FN4zbCn8JrhHuVZKbwC1aXwCkDUTEHh1QQmFJ5oqcMP5nYIbplTgd2ZpkxOYcig0hYHictQolu/bK4rvHAsOJYDK3twhcrvNDah+abfSkxVMzkovOZKQeE1w57Ca4Z7lGel8ApUl8IrAFEzBYVXE5hQ+Acb6/CT20pFNh5zkExZ6NfXwXGjHRx2qOzqrtqJIf78Y8DOHah79B4g0Za5I9VH4cpu9posyz05rfU/rxK649pIQ+E1VwcKrxn2FF4z3KM8K4VXoLoUXgGImikovJrAhMI/+CCOnywuTXbE4WmcUqUWBiW7jZefDat5R+G2Y53cU8vsxd1qj10vpaHweqFUnRgKb3W4VspK4a1EiN/XJUDh1SVWJp7CKwBRMwWFVxOYUPj6d+pw+51OyX67I49w8OWT5ffbVW0LDbfMgvXJR9k7yGuicFRHQ2E7Q3LUiWibMFPobmsnDYXXXC0ovGbYU3jNcI/yrBRegepSeAUgaqag8GoC8xmujgB+crWFl/5sobXFQv9+DrZ+lNtvV51mpoSzevvtNs45F/bfNxS8mJaZM/NyXKaVwULqkKOQPGpMZF5SKy4XhdfnAywwjMIrANFHCgqvD2gc0iUBCq/AA0LhFYComYLCqwnMZ7iS3dVPq312c5/iXRkyXz91XFq8bzf+8hrUL7yi/JVn90BTxwUnR52ExCkTfN5h9xhG4TVXJwqvGfYUXjPcozwrhVeguhReAYiaKSi8msB8hi/6aQwbN+VWU3NJCvdm2GdvB+dOlGtnqHtyJeK/W57t2VVzlu4Fkd5zP7RcvsTnXXW/YRReczWj8JphT+E1wz3Ks1J4BapL4RWAqJmCwqsJzEe4Wt196g+xkn5dleqss9JoyC78Dh0qtyODtWUTmi7/VidXq5p2gfSBB6Nl2k0+7qj7DqHwmqsdhdcMewqvGe5RnpXCK1BdCq8ARM0UFF5NYJrhGzdbWLQklu3RLVzhVX28Uy+UW9HNv7SGO+cjq25qLQAAIABJREFU9uwjeV/Kru7mHePWcu2dSHfjY4I1S+GGU3j9UJMZQ+GV4aibhcKrS4zxlQhQeCsR8vB9Cq8HSMIhFN7gQLdus7B2nY133wX23RcYcWga/ftm9rNdv97G0uV2dpLMyqpa6u3Tx8HkSTZ27ZsIfgFFGdT2Y02zxgOJbG73UpyCF9YSx52KxPgLxOeu9YQUXnMVovCaYU/hNcM9yrNSeAWqS+EVgKiZgsKrCawoXO2+MP8W2915IfdpaHQw/cI0GhudIuHtGHzSCQ5OPtHGJztlhVe1MjQsvhr2+29lO3bzd2EAkmPOQPJzx0Vuf12vVaTweiUlH0fhlWfqJSOF1wslxugQoPDq0OoklsIrAFEzBYVXE1hR+HPP23j40dwKbsc383dbuHVxDJs/KGxnuORCYM89LFHhjb31Mup/MhtWa3P2QjpWlN0vNPXGzgW/CXbD3Xw0hddcASm8ZthTeM1wj/KsFF6B6lJ4BSBqpqDwagLLC1eru7cvs7B5c6nwjj42heNHZ9oaVNxL6yxs3AT3yODhw4EDh8bcFgOJFV73UInFV8Hasjnv6tQuu2pn3Yxoq98lJl6K5MgT/N9wBEZSeM0VkcJrhj2F1wz3KM9K4RWoLoVXAKJmCgqvJrC88FWP2FjzgtpiISO2+Z9J56TR1a4LfZrivoU3/tzjiD33qDtd+rCjYb+2FrE/PwfkvZCWuZaO60oPHY6W7//Y/81GZCSF11whKbxm2FN4zXCP8qyhCe/WbZ9gyqybMP6U0Tht7LGRYkrhDb+cFF595mrnhdYW4KGHbbdVodgzD/5XB6ef1vXuC36Ft27lbah7fEXhRcfqgFSi3Da7blzqwEPRNvlqOL16699sxEZQeM0VlMJrhj2F1wz3KM8amvAqiH9a+xomXnxjO89zzxyLaZPHd3u+FN7wS0jh1WN+9702Xn0908KQL7q59gHVOjB7Zsp9Ya2rjx/hja19Bg0/vSYzscdPctSJaJsw02N09MMovOZqTOE1w57Ca4Z7lGcNVXjzQeZWfF9+9R33y91Zfim84f8RofB6Z164xVimLzbXI5vLMmh3B989v/Leun6Et9eFX4aTaC2Zs7SVAUgd9nkkxp7dY3dj6KyqFF7vz7t0JIVXmqi3fBReb5wY5Z2AMeF9e8PfMXnmfGzcvKXkarub/FJ4vT9wUpEUXu8kn1gdwx+eLj0euLEh002w71AHx412MGRQ5RVYr8KrthmzP9yM+P/+N2KrHyjTpws4A3ZH4pQJiD2b7esdcQwSx5/m/cZ6UCSF11yxKbxm2FN4zXCP8qyhCu/KVU/jirlL23mWE1u18nvDLb/ApReehf59+3QL9hTe8MtE4fXGXO208MMfxdDWVhqfvyODt2yAF+FVLQz1y+fBat5RmDavl8KxbbReupAruR7BU3g9gqpCGIW3ClA9pKTweoDEEC0CoQkvX1rTqguDKxCg8Hp7RF5aZ+M3D9glK6zxODBzWuWe3eJZKglv7I11aLj5+0C66/aIxLhzkfjSGd5uglE8WtjgM0DhNQOfwmuGe5RnDU14owyRK7zhV5fCW8pcHSbx5B/UTgwW1KlpY8c42LrVweqn1RZk6mPBQdr91VEj1fczv9b5dCW8qo2h8brzS1d2cxNkV3id+no03/yQzrQ9PpYrvOYeAQqvGfYUXjPcozxraMKrVngvvf42zLjgDAzbZ48Cpmr3hvseXI1rZkxCU2N9t+NN4Q2/ZBTeQuZqy7FFS3Ji2/G9caek8cCDpQdMnDk+jeEHyQpvfM1jqF82r/DCMttAtH/STb2QOH+Ou+UYP94JUHi9s5KOpPBKE/WWj8LrjROjvBOoCeFVL7DNW3gPbrjsvG7Tt5uPmMLr/YGTiqTwFpJ8crWVt5Lb8b2Tx6Tdk9LWruuQ3n32dnDuxMo7MpSrVWcrvHUP3Ym61fcD2z8uW+LEuElIHnEcnIGDpR6BHpWHwmuu3BReM+wpvGa4R3nWmhBe9TLbmhf/EtoKb/5+wAcP3w+LbpzapWg3t7ThqnlL8dATa9xn4QczJxUcnkHhDf+PCIW3kPnK+22s/XPpSq4S3qNGpuEeOtFsoaHJ224MnVW0nPDWPbgMdavuKrsTg8qTPuAQtEybH/5DEqEZKbzmiknhNcOewmuGe5RnrbrwdrX9WA7skEEDsWTu9JJWh2qAV9cz+4bbcN2l57nzVZLtnOyOOvwznZ4QR+GtRqW6zknhLeSz7K4Y3n6neOsxYOpFKfTvW3m7Ma8VLCe8TRefAksd4eZO47hHD7d/HAeJ8RdwuzGvgDuJo/AGBBhgOIU3ALwAQym8AeBxaFkCVRfe3Kxd9fCGWRsluOvf29R+wluxABdfS3F8uWul8IZZwcxcFN4O5lu3WVj80xiam9VxwY7rm5n3wyzMuTIhWpxi4Y0//wTq78idnuhkjwnuEF7Vs9t67S94PHDAKlB4AwIMMJzCGwBegKEU3gDwONSs8NYK/wVLVriXkjvSOLdd2vTJ43HEiINKLlPF3373qvavl1uNpvCGX10Kb4a52md34U9tbN1qFSys5ioy58qkaHGKhbfx2smw/5Y5LTHzybyl5sTiSI45A8kTvk7ZFagAhVcAos8UFF6f4AIOo/AGBMjhJQRCW+GtFfZKYId+anB7e0JXwptrZzj9lNHtMqxWfFc8uLqg7zeRSrsravyER6AuZiOpuIc3ZU3O9OZbwE2L1AtoalW1kMZxX7Bw+tdK+3qD3IgSL/VJpR2k/ue/0bpgdmZe13OzK7uOg/rx5yJ+6sQgU3FsHgFFNh6zoX7W8BMugXjMQjrtIN3Tf9iEix3qR41tWUjWGPj6uOzP1JCx9ujpeqTwqop7WeEtJ7zlBPmj7W1IpvjTMMw/SQN2rcfW7Qk4NfbDMEwGD66y8Mwa9cM39+x17LP72YOAc74p/0z2aoi5YruzJYn4tK8Dn2wt3HfMXeR1kLzlt0Cv3mHiiPRctm2hX+86fPhxmSPzIn3n5m+u7y712NmaRCLJ/9gIsxoN9TEoufxkp2xbVtB72K1vQ9AUHG+IQNWFNyeI3/7Gl/Dzex/By6/m//Nnx1172S1BgpFuD2+5FeHi/YTZ0iBRGb0cPb2lIXeCWtE2t+0Qc7sz6FGtHJ1radj+3ntouvxb2QHZq8geLJEesg9arvxZ5WSM8EyALQ2eUYkHsqVBHKmnhGxp8ISJQRoEqi68GtcSSmilXRqKWxbUFmaX3nBb+y4S5XZ1oPCGUrqCSXq68K56xMaaF3L/tFaovUH22a1UyZzwNj/+AOrvXJA9VCJvV4ZYHC2zfoL0XsMqpeL3NQhQeDVgCYdSeIWBekxH4fUIimGeCfQ44VVkutqHt1yPrvraFXOXulDLrURTeD0/b2KBPV14f/TjGD7cWrwNmYXTv57GwZ/1d6iEl+Io4XX+9xmkF10DJEr/qTH12SPR+r3rvKRijAYBCq8GLOFQCq8wUI/pKLweQTHMM4EeKbye6XgMpPB6BCUY1pOFd/16G0uXq2OEC3t043Fg5rQUGhvle3dzpevjNCM19RtASzMcy4GlXpbLvbGpXjA5ZSLaxp4lWGmmUgQovOaeAwqvGfYUXjPcozxrVYU317/bWd9uPtiwenirUUwKbzWodp2zJwtvrn/X3f5L7burUFkODj/cwbgvV/fFmj7/fT9Sv7w1U5wyDcTN83/Dbciq8MeBwlsFqB5TUng9ghIOo/AKA2U6VFV4ewpfCm/4le7JwvviSzYeeLB0a5zPH53GSV+snvDG1j6Dhp9ek1nRVf+TW+HNlj9x3KnuqWr8yBOg8Moz9ZqRwuuVlGwchVeWJ7OpdSG1RMRPIAIU3kD4fA3uycL75GoLT/0hVnjQhAOcfaaDAw+U79+1338bsXXPou7hXwKpZO4Yt+z+u5b74lry309B2xkX+qolB1UmQOGtzKhaERTeapHtOi+F1wz3KM9adeGttW3JqlFMCm81qHadsycL70OP2nj+ebXC27HvruqlPXVcGocdKrvCq2S38brzO/oXsluP5fftql/vXPz78B+CHjQjhddcsSm8ZthTeM1wj/KsVRfeKMPL3RuFN/wq92ThXfTTGDZuKt6hAZgyOYUhg2T/wUa1MMRe+mNBgR1kX1bLfjVx+hQkjj8t/IegB81I4TVXbAqvGfYUXjPcozwrhVeguhReAYiaKXqa8G7cbGHDBguDBzn4xT02WlqsgpYGJaE/uFKunSH2xjrE1jyK+HOPd1Qmt7qb2x3CsZD4j/9E4ouna1aP4boEKLy6xOTiKbxyLHUyUXh1aDHWC4HQhTd/T1t1gUMGDWw/1MHLBddiDIU3/Kr0JOFd+YCNtes6XlJTa7uZddzcKm/md3OuTIoUwn05bcnV2Ukc9yhh9+NOk/l9euhBSB1xHFd2RYhXTkLhrcyoWhEU3mqR7TovhdcM9yjPGqrwljvUQZ18NnnmfNxw6Xk4YsRB3ZI1hTf8svUU4VUru4uWqD13u/6MODSN08bJ9O82Xv1t2Jvf79jn191+LK+FYuAg7Lz2rkqXxO8LEqDwCsLUTEXh1QQmFE7hFQLJNO0EQhPe3Mtr0yePLxFbdfLZfQ+uxjUzJqGpsb7blYfCG37JeorwZg6ZKN2CrH9/B/V1Ge5DhjgYO8YJdOCEamGIP7kS1ratsNe/Wqagud5gC/Y3v4ftXxgXftF78IwUXnPFp/CaYU/hNcM9yrOGKryXXn8bZlxwBobts0cBU7XKO2/hPbjhsvPQv2+fbsebwht+yXqK8L78io37fl0qvCNHpvHlMcFWdK2d22H/7W3Y772FuvsWZ4tYfJpE9vcWkNr/ENQdcSysMf+BT3aWHisc/lPQc2ak8JqrNYXXDHsKrxnuUZ41NOFtbmnDVfOW4vRTRpes8FJ4o/yIVefeeorwPve8jVWP2CV77o45ycExR/l/SS2+5jHUrVgIq3lHUYHcEyXae3Vz30wNPxytF96IPk1xt72Bwlud57qzrBTecHnnz0bhNcOewmuGe5RnDU14FcTOWhdUb+/69zZh2uTx3ZI1V3jDL1tPEV51yMTqp1UPb/6euzZGH5vE8aP9b0HWNHUcrJadmcK1776QW+TNvajWkb916nykDjyUwhv+o+7OSOE1BB4AhdcMewqvGe5RnrWqwpvr23351XcqMjx4+H5YdONUtjRUJMUARaCnCO9DD8fw/J9K99w9d2Ia++yt39Kg2hjiLzyOunsXdvEgZdoY1E4Mzq79kTzh667sqg9XeM38+aPwmuGuZqXwmmFP4TXDPcqzVlV4owwu/964wht+pXuK8P7yXhuvva6EN196HUw6x8HQoXrCa23ZhMabLoG1ZSOA/L7g4r5doG3CDCRHnVRSWApv+M86V3jNMM/NSuE1w5/Ca4Z7lGel8ApUl8IrAFEzRU8R3p8vj+Hd9TnZ7diBd9I5aW3hbbzxe7A3vN5xTHAR8/RnRyJx0untq7nlSkLh1XxQhcK5wisE0kcaCq8PaAJDKLwCEJmigECowpvbc3fj5i0lZWBLA59MHQI9RXhvujmOrdsKydiWg6uv0HthTW071nDTJZlE7oJudlU317/rAG0Ty6/q5s9O4dV5SuViKbxyLHUzUXh1icnEU3hlODJLB4HQhDe3S8Oowz+DQz+7P36x8veYMeUMd9/dBUtW4AsjD+HBE3wyPRPoKcJ75Zx45oU1Jabu+Q/qEGELP9A8Va3hllmIvfpip3xThxyF1ilzKvKn8FZEVJUACm9VsHpKSuH1hEk8iMIrjrTHJwxNeNULbLl9eBX1/H13efBEj38OtQH0BOF99TUbqoc3/5AzBapfXwfTLtJb4W363smwksnCVmC12Dt4LzRf9XPP/Cm8nlGJBlJ4RXFqJaPwauESC6bwiqFkoiwBI8I7oF8f3HDLL3DphWe5uzJwH14+j7oEeoLwZl5YKz104pijHYz5onfhVTszNE0/NYtY7bPbcVRw87V3whk42DN+Cq9nVKKBFF5RnFrJKLxauMSCKbxiKJkobOHNb2k4beyxbhvD0E8Nhvq12od3zYt/4dHCfCw9E+gJwvvjhTH845+ZHRocZHZksGBj0jkp7RfWek05sYCt2xgRr8fOH6/yzFwFUni1cIkFU3jFUGonovBqIxMZQOEVwcgkeQRCW+Etpp6/R++QQQOxZO70kiOHu0uluEtD+JXqCcI75/o4VBdC/icec3DlbO+ru2qsrbYju/xbeWmyL6z16oOd81dqFY/Cq4VLLJjCK4ZSOxGFVxuZyAAKrwhGJqkF4Y1SFSi84Vcz6sK7cbOFRUtihYegOcDA3YCLvltkwRXwNyy9HrEXnnSPBHYTqo/65a4D0Pz/VmgVj8KrhUssmMIrhlI7EYVXG5nIAAqvCEYmofDKPgMUXlmeXrJFXXjfeMvGXb/s6N/NHQ2xz94Ozp3ofYW38brJsN97u0N2c2/AOQ5Snz4MrVPnecHdHkPh1cIlFkzhFUOpnYjCq41MZACFVwQjk5gUXtWve8Xcpe2X0N3bGdSNUHjD/zMVdeFd+YCNl9aW7tDwlbFpHPk5byesNSy5GrG1z2RWdYu3egCQOHsaEsecrFU8Cq8WLrFgCq8YSu1EFF5tZCIDKLwiGJnElPAq2V3x4GosunGquzuD+uQOo7jh0vO4Dy8fTc8Eoiq8LS0WnnvBxrPPAa2taoXX6ehCsCzPL6zF1zyG+jvmZld2804mzrY0pBub0HrFbVo7NKjiUHg9P6KigRReUZxaySi8WrjEgim8YiiZKEsgtJfWci+pTZ88vkRsuQ8vn0ddAlEV3lWP2FjzQulWZDk+l81MobEx24fbBbT65fMQf+6xjgjHgWOp1l0LTu++aDtrKlIjjtHFTuHVJiYzgMIrw9FPFgqvH2rBx1B4gzNkhkICoQpv7uCJYfvsUXAV3IeXj6UugagK7/ybY9i2TW1D1nH6b47NqCPTGPslj+0Mcy9C7N1X8pZ2M1mcvgPRcuXP4PTqrYvcjecKry9sgQdReAMj9J2AwusbXaCBFN5A+Di4DIHQhDe3D+/pp4wuWeGl8PLZ1CUQNeHdus3C3ffY2LTJXYbNfjK/UHvwnnuOo7X3btP3x8P6eKs7OrMlg+rjBdrOnY3k547Txd0eT+H1jS7QQApvIHyBBlN4A+HzPZjC6xsdB3ZCIDThVfN31rqgenvXv7cJ0yaP75aF4ktr4ZctasLbcapabj+GDqa6OzO0n6xW8rKag5bZS5Dea5jvglF4faMLNJDCGwhfoMEU3kD4fA+m8PpGx4EmhDf/cIlKFTh4+H4FL7NViq+l71N4w69GFIRXvaD22usW1OruC38CduzItDKo/y+3qUK/vg7OPCONIYMq9+3mqlD34DLUrbqz4Ahh93uOg52Lfx+oWBTeQPh8D6bw+kYXeCCFNzBCXwkovL6wcVAXBEJd4Y1qJSi84Ve2uwuvkt35t9hobcm2LZTdOczCnCsT2nAbbpmF2KsvZtsZ1HA1hwNnwCA0X/cL7Xz5Ayi8gfD5Hkzh9Y0u8EAKb2CEvhJQeH1h4yAKb3WfAQpvdfmWy97dhffJ1RZWPx1rvzUHjruDQv7noE+n8c1veHtJLX9c0/e/AevjLR0vrGVbGxLjvo3El74ZqFgU3kD4fA+m8PpGF3gghTcwQl8JKLy+sHFQLQmv6uOdePGNBZd0x49mdds9eNWNUHjD/zPWXYX31ddsPPe8ha0fwd2NIf+jpHfw7kBjIzBksIPjRzuetiDL5VC9u/WLr0bszZcAFG1t5jhonTYfqQMPDVQsCm8gfL4HU3h9ows8kMIbGKGvBBReX9g4qFaEV8nu/CUryh48ccGEcTht7LHdslgU3vDL1h2Fd/16G0uXZ0S03Iqu+vqkc9JauzHkk29YeiNif3qiY2cG1Qyc2XzX7d9tXnC/7+3IcvNQeMN/1tWMFF4z3NWsFF4z7Cm8ZrhHedbQeni72paMB09E+RGrzr11R+F97Pc2/vhs3spr0YYMursx5JOtW3kb6h5fUR62OnSi30A033hv4GJQeAMj9JWAwusLm8ggCq8IRu0kFF5tZBxQgUBowqt2bODBE3wepQh0J+FVL6ipbcfWb1B3X9jGoL4y4pA0hh8EDD9Iv19XjW9YfBVi657J25VBrR9nTlVzV5MbGtE2cZavk9WK60XhlXqC9fJQePV4SUZTeCVpes9F4fXOipHeCIQmvLW0wpvfR6yzHVpuXHHPMVsavD1sklHdSXhXPmBj7brOjwueelEK/ft633Ysn2N8zWOoXzYv86WCFeNMPme3PdBy8Vw4AweL4KfwimDUTkLh1UYmNoDCK4ZSKxGFVwsXgz0QCE141bWoAyZWPLjaaA+vOtVt9g234bpLz4M64lhd05oX/4JrZkxCU2N9p8jyJZnC6+HJqnJIdxLeJT+L4W9/L13Zra9zcMLxDo4aqbeyq15Os//2tks4/ru7EHtjbVnaTq8+aLlsoZjsqkkovFV+sDtJT+E1w13NSuE1w57Ca4Z7lGcNVXgVSNO7NBSf6lYswOWKnTv6eOZ3z8RlN9yG6ZPHF+wqwRXe8P+IdBfh3bjZwuKf2nDUy2NFn8tmprR2YVDDY2ufQf3yebCad5Tky38RTrUxtF7yo0CnqpWrKoU3/GfdrbttYbe+Ddi8tcXMBfTgWSm8ZopP4TXDPcqzhi68pmEuWJJ5sSd3jHHuNLhiic1dZ74QD+jXB1Nm3UThNV1EAN1FeDtrZ9hzDweTv5PSIhl7Yx3qF18Jq3lnx7iSk4gzrQzN84PvyEDh1SpPVYMpvFXF22VyCq8Z9hReM9yjPGtowtvVS2thAlbCO/RTg9u3QOtKeIuvubPYna0ppNL+ejDDvPcozdW7MY4drUm121bNfp5+Bnj4MQctrZlLzF2rOjb4vIkWPnOQxqX/YxNSl5xROsA9VEJ9uWMF2WloQvynD2sk9x7aELfdqVoTem0Y3mdgZDkCtgX0aohje0uSgEIm0KshhrZEGkn+jA+VfF3MQjxmo7lNb2Gg2hfp/isXP92SQI8UXlUpLyu8anV38sz52LhZnVpV+Mnv493ZkqTwhvz479IUx86WFJwaNd4XXgTu/pWruWV3Zrj+KqCp0Tu01PUXAW/8uXT/XpU+ZgPpjIA6Tbsg9p1ZsA7/vPfkGpH1derlOwttidr6S0jjFrplqGVZ6NUYw45mCm/YBWxqiKMtmUIqVcP/dR02lBDmi8dtxG0LLbUmvL3qQrh7TlENAqEJr7p4tbr6hZGHGD1VzU8Pbw58Zyu87OGtxqPZdc5ab2m4b2UML/+fWnW1Mku7eS28o45MY+yXvK+Q2m+9jMYfTgXU0nD2mOB8OomxZyN59Bi3rze917CqFoM9vFXF22lytjSY4a5mZUuDGfZsaTDDPcqzhiq8asX0Fyt/jxlTzuhyR4RqAq+0S0O5nSQovNWsiL/ctSq8uT13311vuX6a/1EvlX3tFODww7yvjqodGRpv/C6sf/yt7Epx4pQJUMIb1ofCGxbpwnkovGa4U3jNcafwmmMf1ZlDE97c6ujLr75TlqXOfrhBi9HVPrwU3qB0wxlfq8L73PM2Hn4088/+mXaGjk9Dg4PpF6U978xgv/82GhZML7sjg8qa2msYWmcvDgd4dhYKb6i42yej8JrhTuE1x53Ca459VGcOTXijClDdF1sawq9urQrvop/GsHFTbmm3o3+3vg74+qnqRDXvrQwNP7kMsVdeKLOym8nbOvWHSB14aKjwKbyh4qbwmsFdMCtbGswUgcJrhnuUZw1deNUK6hVzl7YzHTJoIJbMne4eAtFdPxTe8CtXi8Lb1Ylqk85JY+hQ77Ibe3Md6m+9HFZrS14PcFakHQepQ49C65QfhA6ewhs6cndCrvCa4c4VXnPcKbzm2Ed15lCFt6uT1m649DyjL7MFKTCFNwg9f2NrTXhV7+71c2NlWxn69XUw7SLvfbsNi69CbN2zeWCc7GYPGeFNHXAI2s6/Bk6v3v7gBRhF4Q0AL8BQCm8AeAGHcoU3IECfwym8PsFxWKcEQhPerva7VT219z24uuLxvrVaRwpv+JUxJbxbt1l4arWFTZssNDYC++4LHHVk2v390uWqd1d9lJim3dPVevd28J/fSaN/X29bGqnDJRpuuiSbp3RLMycWR/NPqrPHrpcqUni9UJKPofDKM/WakcLrlZRsHIVXliezAaEK76XX34YZF5xR0r6QO7r3hsvOQ/++fbpdXSi84ZfMlPAuXRbD+g2F2y+MPjaFo0chu8JbyGLEoWmcNs57K0P9/T9D/NF785JkV3ddj7aQOkS1MswJH3h2RgqvGfQUXjPc1awUXjPsKbxmuEd51tCEt7mlDVfNW4rTTxld0rpA4Y3yI1adezMlvFfOKT1lZ5+9HZw7MYVVj9hY80JulRdQuzJccL731V1Fqunys2Ft2VwWmtvKMGEGnIGDqwPVQ1YKrwdIVQih8FYBqseUFF6PoITDKLzCQJkuvBVexbqz1oXiwyC6W124wht+xWpJeHfbzcGFF2R6dDdutrB+vYV+fYF9hzqetyDLEWy6+KuwWpsLgKr9e9um34TU/geHD7poRgqvmRJQeM1w5wqvOe4UXnPsozpzaCu8lfbhzQcc5p68EoWl8EpQ1MthSnivmhODk39sGoC+uzqYfrH3l9I6u1N1yETT9FM7vp09Vc1BGs2LntADVKVoCm+VwFZIS+E1w53Ca447hdcc+6jOHJrwRhWgui8Kb/jVNSW8V8yJq38WyRzzq46WcIC9P+XgvEnBhNc9Ue2yb7av7qpVXSsr1o5to/nWR8OHXGZGCq+ZMlB4zXCn8JrjTuE1xz6qM1N4BSpL4RWAqJnClPCW6+Hdcw8Hk78TTHgb/9/3YK9/Pbv9WCEMZ9Cn0Hx1x97VmqhEwym8ojg9J6PwekYlHsgeXnGknhJSeD1hYpC4NUD1AAAgAElEQVQGAQqvBqzOQim8AhA1U5gQ3vXrbSxdrlZ2C3dp2H+Yg3PO8i+88TWPof6OuZlVY7VkrPLnTaFeVEuOOkmTUHXCKbzV4VopK4W3EqHqfZ/CWz22XWWm8JrhHuVZKbwC1aXwCkDUTGFCeB9/Io7/fkZdqAXHcWBZGTlV25IdP9rbPrvlbrP+p9cg/tIfO77lOHBc57WQHHki2ibO1KRTvXAKb/XYdpWZwmuGu5qVwmuGPYXXDPcoz0rhFaguhVcAomaKsIVXHTix4OZY0dpu5qJPHpPGUSO977Wbf6vqoIn6m2fCSqsV4sKVY6fvQDTfeI8mmeqGU3iry7ez7BReM9wpvOa4U3jNsY/qzBRegcpSeAUgaqYIW3ifXG1h9dPq6ODC0896NTm4+L/S2tuP5W7X3YasZWf7S3Bu/uwUbRdci+TBozTJVDecwltdvhReM3y7mpUrvGZqQuE1wz3Ks1J4BapL4RWAqJkibOG9+VYbW7bkHx2cW91N+V/d/b8X0HDr7EzfbnbXh0wPb+ZUtZbZi5Hea5gmmeqGU3iry5fCa4Yvhbf2uFN4a68m3f2KKLwCFaTwCkDUTBGm8L60zsZvHsit7hZe6JTJKQwZ5K9/t+EnlyH2yp8yq8buqm5HS0PiuFORGH+BJpXqh1N4q8+43AxsaTDDXc3KFV4z7Cm8ZrhHeVYKr0B1KbwCEDVThCm89/7Kxit/sZG/N64S1OHDgTPHJzWvvCO81wVjACfX+5uVZsdC+nOj0fKd2b7zVnMghbeadDvPTeE1w53Ca447hdcc+6jOTOEVqCyFVwCiZoqwhFf17j71tN1+CET+ZZ45Po3hB+m/rGa//zbqnvoNYs8+Wnbf3VpsZcjdN4VX80EVCqfwCoH0kYYrvD6gCQyh8ApAZIoCAhRegQeCwisAUTNFWMKbOWhCtRoUti00NDiYfpHey2rWlk1oWHwV7PffyYpu4QtwCkH6X/ZAy5xlmjTCC6fwhsc6fyYKrxnuXOE1x53Ca459VGem8ApUlsIrAFEzRbjC27EQq94pi8ccXPhfafTvq9e7W3/79Yj/z1Nl7jSXx0LilAlIjD1bk0Z44RTe8FhTeM2wLp6VK7xm6kDhNcM9yrNSeAWqS+EVgKiZIizhvfoHcaSLvLZPbwczpumdrKZWdxuvmwyreWfHnRYt8Dr19Wi++SFNEuGGU3jD5Z2bjSu8ZrhzhdccdwqvOfZRnZnCK1BZCq8ARM0UYQlvpqUh7+MAAwYAF/+X95fV6h5chrpVd5XkcdeN83ZmqKUjhDsrB4VX80EVCqfwCoH0kYYrvD6gCQyh8ApAZIoCAhRegQeCwisAUTNFGMK7cbOFRUvUdmSFJ6D165vGtIu6XuG1dm5H/Hd3wt7wOmLvvNL53cViaL3w/7n77Tq9emtSCD+cwhs+czUjhdcMd67wmuNO4TXHPqozU3gFKkvhFYComSIM4V24JIaNm6z8RVj3KkccmsZp4zrfnSHzctrVULsxFGzD4B4qkX0BLruym/rsEWj93vWad28unMJrhj2F1wx3Cq857hRec+yjOjOFV6CyFF4BiJopqi28LS0Wrp8by+zNUHQQ2uzvpzo9SrjuyZWou29RJ3ejdvJVyptZMXYG7I6WafPhDByseffmwim8ZthTeM1wp/Ca407hNcc+qjNTeAUqS+EVgKiZotrCq1Z3N22yirsZ0K+vU7adIdfCUPeHB4B05RfaEmdPQ+KYkzXv2nw4hddMDSi8ZrhTeM1xp/CaYx/VmSm8ApWl8ApA1ExRTeFdv97G0uV2YTtC9vpGH5vC8aNLtyOrXzYX8TWPd9yFal9ofyEts67r9P8XJEd8HukRxyB14KGad1wb4RReM3Wg8JrhTuE1x53Ca459VGem8ApUlsIrAFEzRTjCm7uojOAO2w+YcHbp6q1a3W265DTA7dHNG+N6bqZ9Ib3nfmidck23al8oVxIKr+aDKhRO4RUC6SMNd2nwAU1gCIVXACJTFBCg8Ao8EBReAYiaKaopvC//xcZ9v1IrvIWffz/WwQmjS4W3fuVtiD1+b6Y3t2BlN7NI3Pbt7yM58ouad1ib4RReM3Wh8Jrhrmal8JphT+E1wz3Ks1J4BapL4RWAqJmiWsKrXlZb9aiFteuKhNdx8JUvA0d+rlR4my76CqzWloI9ddXtOP12Q9u3Z3Xb9gWu8Go+lFUMp/BWEW6F1BReM+wpvGa4R3lWCq9AdSm8AhA1U1RDeNW+u0uX2WhR7qp6bvN2VFBLtSePSeOokYXbkTVeMwn2xr+WyK66ne76YlpXpeAKr+aDKhRO4RUC6SMNhdcHNIEhFF4BiExRQIDCK/BAUHgFIGqmqIbw3n5HDBv+qnpus3vlFl3T1ItS6N+3o0839sY6NNx0idu24FhO+3Zj7upufSOab35Q865qP5zCa6ZGFF4z3NWsFF4z7Cm8ZrhHeVYKr0B1KbwCEDVTVEN4848RVjvmWtmXztRWZMeNdnDYoR2ru7F1z6Lukbthr38t+7JaniRbFhInjkfitPM076r2wym8ZmpE4TXDncJrjjuF1xz7qM5M4RWoLIVXAKJmCmnhVb27N86zkXYKjxFuqHcwe1Zh32798rmIP6e2IMudnKZ+2bENmdN3IFqu/Fm3OCpYEzsovLrEZOIpvDIc/WThCq8fasHHUHiDM2SGQgIUXoEngsIrAFEzhbTwvvqajV+uUJ27hcI7bFgaE87KW9n9vxfQcOvsTq9WrQwnT/xGJFd31U1TeDUfVKFwCq8QSB9pKLw+oAkMofAKQGSKAgIUXoEHgsIrAFEzhaTwbt1mYfldFrZsKd2KrPigiabLz4a1ZXPmat0F3uwqb/sKr4PWqfMjtTNDfmkovJoPqlA4hVcIpI80FF4f0ASGUHgFIDIFhVf6GaDwShOtnE9SeJcui2H9htzJaoVznzou3d676x4wMe3UwuOG3XfYMu0MzoDdkRx1EhKnTKh8A900gsJrpnAUXjPc1awUXjPsKbxmuEd51h65wvunta9h4sU3unU9ePh+WHTjVPTv26dsnfNjVcCXTxiFa2ZMQlNjfXs8hTf8PyISwrt+Q6Z9QQlv5pPXkwtgn70dnDuxo3+34ZZZiL36YsnNOraFljnLu/0pal6qSOH1Qkk+hsIrz9RrRgqvV1KycRReWZ7Mpv5B1ik4DzXyTN7e8HfMvuE2/P/2zj1KiupM4F91zzAzKA6vAwPKypFojGsIrjEhJhLUiAZX1+AG44lRl4SMkJPjAoGAjxAfBIIOZjcGMiGgmGyME4NxTVCTo3DIQxKXDT6ixgQD0Qi4QV7CPLtrz62e7qmu6ZmuW317aqbq1/8o09/9bt3fd+n59eXWrWVLZsuEk8fKxk1bZdv2l7pJbBaEen/c2FFyzqTTpbmlTZbetV7qRg2X+fUzEd4QZ0spwqtuUFv9nYQcPJi/X7dLeS05/jhbFi3oyI2w4tnNMmjdMtd5u+osssyjg1OnTXS2McThhfCGU2WENxzuqleENxz2CG843KPca+yEVwnsrtf35oTVK8DFil1IkFnhLUbN/PulCO+mJxKy7Xdd+3W9TwNWVzvpfWmZ8S+Zm9WSO34tVY1fzQyicwuDOswhe2xZ29w7pOO9k80Psh9mRHjDKQrCGw53hDc87ghveOyj2nPshHdVY5NTy+wK7YFDR2TO4ntkQf1MZxW32MvbXsUjvMWomX9fR3jViu6O5y35y19E6sZY8uqrIn970726q/5fyW3mZ0p2p19sS3W1LWrfbrW6Ue3Y0a4b1FzDSY86SVpuu8/8APtpRoQ3nMIgvOFwR3jD447whsc+qj3HUnjHj6uTGdOnODXVEV61n7ehsanbnt+DR9ukI9X1BK6oTpb+NK7hQwbJwXfaJe1jR86KBqvg9gXveL68wJZhQzN1TPzm5yK7/yzWzj+I5Txcwv00texeX1tSC1eJ/e5J/QlNWa9lcJXa72zJsdau7R5l7ZDkDoGkZUnt8ZXy9pE2iPQxgdrBg6S5tUPaUvmPFe/jy4hdd1WVSRlUkZAjze39auwjT6jqV9fDxfgnEEvhVXh0V3iV7C5ZvlYaVy5w9v66X+0daee5A7z6jkBlRULa1S+gItz/tFPknjX5D44o9Ojgd50iMn9u5ua19ofXS/sj93cNxnXkmNNW/TmZlKob75Dk+8/ru0H3g57USqNCkOILXt9WwxKpTCZEfdbw6lsCFRWWpNK22KDvU/CJhEjCsvrdYtKgyu7HV/YpGDoLTCB2whtkD29vsqvIs6Uh8PwL3NDvloZduxKy/oHuH1CTJqZl6FBbDh6yZEydyFnvy2xhUK+ahVeK9c7hvGtzHjXseihF+/RrIn38WE+FYUtD4ClbUkO2NJSEr6TG3LRWEr7AjdnSEBgdDXsgEDvhLXZKgxLipse25LYt9LSNwc0T4e37v19+hXfzL5OyeXP30xg+OsWWC6d6V37F2bNbs+ATBQbUuZRsW5KuGyctX13f94PuBz0ivOEUAeENh7vqFeENhz3CGw73KPcaO+FVxeztHF6v8Kqb1NY9uClvDowZPSJvawPC2/d/RfwK7482JuSFF/NXeNWOhM9cbctpp3UX3kE/+a5UPPlQ9wElEpKacKbYI0ZL+z9fG4szdwtVFeHt+7muekR4w+GO8IbHHeENj31Ue46l8JouJsJrmmjxfH6Ed+OjCdnxnFrdtTofKZFd6bVl1rVpGT+++6a8wQuvFDlyWGyrawuD2s6QPuP90vrFzMNK4vxCeMOpPsIbDneENzzuCG947KPaM8JroLIIrwGImimKCe+efZasacw+QS0/eVWVLQtuTOf27GbfTf75BalqmJ+5Kc2zC6Jt7p2xOWu3t1IgvJoT1VA4wmsIZIA0bGkIAM1AE4TXAERS5BFAeA1MCITXAETNFF7hdZ+1W1srMnyoJZt+nrFW54azzqei1dSIXHFZWt5zetfqrtq3m/jbThl0/0qx9u/LnMfrFt5EUo596wnNK4xmOMIbTl0R3nC4s8IbHneENzz2Ue0Z4TVQWYTXAETNFF7hXb8hKbt2ex8m0f3MsqlTUnLB1K6fJ97YKVWrFojVfDTzGDX1CDX1X6tLltMTz5XWObdrXmE0wxHecOqK8IbDHeENjzvCGx77qPaM8BqoLMJrAKJmCrfw9rR9obpapKUlP/G8G1MyrDYjvNb+vVK9fI5YR9/JnOdrqbVgtbjbKb2dTZvv/H5sb1LzlgXh1ZyohsIRXkMgA6RhS0MAaAaaILwGIJIijwDCa2BCILwGIGqmcAtvT2ftjjvJljP/0ZYDB8TZr3vWWZKTXdVd9bJ6SbzxWq7nzNaH/O0MqTPO5mY1V20QXs2Jaigc4TUEMkAahDcANANNEF4DEEmB8JqeAwivaaLF87mFd+9bCVn97cIPl5hxReHHI6nV3ZpbPtN5g1rXVgj3AybSJ54irXNuY3UX4S0+IcscgfCWGXAv6RHecNgjvOFwj3KvrPAaqC7CawCiZgq38P7+uYRsfFRtRHDt4bVt+ciHbZn2sXzhTb76nFQ8vVESe/4q1ltvdBNedRkdH7lU2i/5FKJboCas8GpOVEPhCK8hkAHSILwBoBlogvAagEgKVnhNzwGE1zTR4vncwvvrZxLy5C/UCq/7pjVbvDeoOXt27/i8WK3NnWc3ZPfrdvVnnzBMmr/eVPwCYhqB8IZTeIQ3HO6qV4Q3HPYIbzjco9wrK7wGqovwGoComcItvBu+n5Sdr3V/fLD34RJV32uQ5G+yx4tlbk9zb2FQl9B+0UxpnzFb82riE47whlNrhDcc7ghveNwR3vDYR7VnhNdAZRFeAxA1UyjhfX1fm/zvDpGnNlvS2poQ27ad08Sc50ZYInPqUzJmdNcRZIPnXFS4l4z7Oq+Wm78t6ZMmaF5NfMIR3nBqjfCGwx3hDY87whse+6j2jPAaqCzCawCiZgolvEu/3i5791o5wfWmuP0rHeI8VOJPz0vF9i2SfHazJyRjuqn3flDS406VjnMvZt9ukTogvJoT1VA4wmsIZIA0bGkIAM1AE4TXAERS5BFAeA1MCITXAETNFG3NVXLnXanOVvnn5qofnv7utHz6Y29K9bIbuh4q0bmM697GYNccL82rHtHsPb7hCG84tUd4w+HOCm943BHe8NhHtWeE10BlEV4DEDVTHNpfLQ3f6nC1Uvtx01J7gsiF59vygTc2SMVTP+6UXRXm2rfgapX64Mek9fova/Ye33CEN5zaI7zhcEd4w+OO8IbHPqo9I7wGKovwGoComaK9pVruWOkW3kyCC+p2yCVtP5DEH57Nz+j2XbXJV70sS9quWygdk6dp9h7fcIQ3nNojvOFwR3jD447whsc+qj0jvAYqi/AagKiZQq3w3v2t9ryzd6cdvk+mHX2gK1P27rXsT2wR27JzbdqnXyPtl12n2XO8wxHecOqP8IbDHeENjzvCGx77qPaM8BqoLMJrAKJmirferJZ7v5tZ4Z12ZIOcd/RhqbHf6baq6xZc9Wbq1InSOr9BszfCswQQ3nDmAsIbDneENzzuCG947KPaM8JroLIIrwGImilefL5Kmh7pkCsO3ysfObax59adWxns6sHSftUX2L6gydkbjvCWCDBgc4Q3IDgDzTilwQDEACkQ3gDQaNIrAYTXwARBeA1A1EixZ58lP/1pUs56+Zsy5Z0fZw7dLfDKnsaQPvEUabt+EefrajDuKRThNQAxQAqENwA0Q00QXkMgNdMgvJrACC9KAOEtiqh4AMJbnJGpiAOHLFndmJCWFpGGPRd0PWVCdeDdsysirfPultRp7zPVfezzILzhTAGENxzuqleENxz2CG843KPcK8JroLoIrwGIPlM8vcWSLVuTMrZ9p8z/++cKHjdmVw6Sjsuvl46zzuNBEj65+g1DeP2SMhuH8JrlqZMN4dWhZS4W4TXHkkwZAgivgZmA8BqA6DNFVngnH31M/vXwqu6tkklp/dytkpr0YZ8ZCdMhgPDq0DIXi/CaY6mbCeHVJWYmHuE1w5EsXQQQXgOzAeE1ANFniv9+6Jic+cxKObP1V85jgd0vtWfX/ofTpGXJap/ZCNMlgPDqEjMTj/Ca4RgkC8IbhFrpbRDe0hmSIZ8AwmtgRiC8BiD2kkLdpLZvryVV1SK1//U1edf/PdU92jmNwZb2i66S9hmzy3tBMc6O8IZTfIQ3HO6qV4Q3HPYIbzjco9wrwmugugivAYg9pHjmtwl5/MmE8+60I/fJtHc6HyzhPC1NrfDauVMa7IoKaf7m4+W7GDILwhvOJEB4w+GO8IbHHeENj31Ue0Z4DVQW4TUAsYcUX7m9wnnn8kP3ypRjD+dtY8geO5Zt2v7JOdJ+wYzyXQyZEd6Q5gDCGxJ4VnhDA4/whoY+sh0jvAZKi/DqQ1THi23eYsnBg5YMHWrLhybbMma0WrXteqmtDGsak/Kelt/KZw8szryRXdjN/UEkPXiotN50Lycy6JdBuwUrvNrIjDRAeI1gDJSELQ2BsJXcCOEtGSEJPAQQXgNTAuHVg9jSYknDfyaktSX/prN5N6ZkWG2+9C7/arPcvO8qqZbmgp2oI8halq5DdvVKEDga4Q2MrqSGCG9J+EpqjPCWhC9wY4Q3MDoa9kAA4TUwNRBePYgvv5KQB5sy+3Ldr6lTUnLB1Hzhbf/yDVJ7eGcuzL2NQclu26ybOIJMD39J0QhvSfgCN0Z4A6MruSHCWzLCQAkQ3kDYaNQLAYTXwPRAeP1DVFsZNjyQlLcPdLU57+iP5cyWX8nQWltOOP9caT8/sw+38umNUvmjNc42BtuyxcrepNbZtO2W70jHiaf475zIkgkgvCUjDJQA4Q2EzUgjhNcIRu0kCK82MhoUIYDwGpgiCK9/iD94KCEv/zGRO0H32gNLZWLL1rwE7ed/QtpnzpXKptVSufmRrveyjw62bRl08ZVy+Mq5kk7nrwj7vxIigxBAeINQK70Nwls6w6AZEN6g5Eprh/CWxo/W3QkgvAZmBcKbgahuMtu925K60bbUjRapru4uo8tWJp29u8M79sgNb8+T4R37vM+PELvmOGle9ROpfGyDVG76frcKpU86RWrv3iCKO8JrYAJrpEB4NWAZDEV4DcLUTIXwagIzFI7wGgJJmhwBhNfAZEB4RR7sXLnN4lQnL8z9fLqb9K76j6QcPGTJtW8vlYmt+Su77lIcW/MLSbyxU6qX3ZD5ceeDJezaEdLylXUy6sSRCK+BuaubAuHVJWYmHuE1wzFIFoQ3CLXS2yC8pTMkQz4BhNfAjIi78GaPD/OiVDehXXTijoyv1hwv6ZMmyMZHE/LH3x+V2/ZdIQlJi2S3KbgapyZ+SFrn3O78JPnqc5J85kmx9u9z2ndcOMM5kWH0sGqE18Dc1U2B8OoSMxOP8JrhGCQLwhuEWultEN7SGZIB4TU+B6IkvEpet2yxpLnFkppqW6ZO7X4+rhfgrl0JWf9A/qkLNekjsvjIbDnu2L5cePv0a+TIRdfLCw8/Jx/99YKuNC7ptYeOlNYv3OnIbW8vhNf4NPaVEOH1hcl4EMJrHKnvhAivb1RGAxFeozhJph5bZdvOM1p5lUAgKsKrTlBY3Zh/Pm5VtS1z69Pdzsd14/IK74S2HXLlwVUyKvV6N6rNd35PEvv3SdWqL3XfuzukVppXqqepFX8hvMUZlSMC4S0H1eI5Ed7ijMoVgfCWi2zveRHecLhHuVeE10B1oyK8z/w2IY8/2f183I9fnJYPfTDdK6l19ydl91/VzWh7Zf7fPyfV9tGC8a3z7pb0iNFSc8tnuh6b1rnC23b1F6VjyuW+KoLw+sJkPAjhNY7UV0KE1xemsgQhvGXBWjQpwlsUEQGaBBBeTWCFwvtCeNXTydSRXrt2Z55Opm4Km3G5LePH9y6iOsN7eoslW7YmuzUp9ECIQnmVMJ/0P9+Td794f4/dttz8bWe7gjpjN/nTDZJoPubEuvft+rlmhNcPJfMxCK95pn4yIrx+KJUnBuEtD9diWRHeYoR4X5cAwuuD2MZNW+XWleudyEsvnCy3LZwlNdWDci37QngLyajabnDzopSPEfgL6enmszn1KRkzuvedL+rmsgolsc9vE7GVhDvHKuR1nDp1orTOb8j7mTqJodh+3UJXj/D6q6npKITXNFF/+RBef5zKEYXwloNq8ZwIb3FGROgRQHiL8Hp2xyvS0Ngka1bMk2G1Q2RVY5PTYn79zD4V3uyWAe/l+pFRnSmx6YmEbPtd17aGyR9Iy/RLel9Fto69I9W3XCNW89Huntu5XSF17iXSdmW92IOP17mcHmMRXiMYtZMgvNrIjDRAeI1gDJQE4Q2EreRGCG/JCEngIYDwFpkSSnDHj6uTGdOnOJFeAVY/64sV3p6E96ZFqYIPeCh1pqsb0fxul1Cru1X3fCmvS1uyjwLO/Fidq2vyhfCapOk/F8Lrn5XJSITXJE29XAivHi9T0QivKZLkyRJAeHuZC80tbbL0rvUy+ewzcsK7c/ebcvPytbJsyWyZcPJYp/XRlo6yP/Hrd9tFHvQcYDCmTmTRjf1gMr+yQ1Ir5mUupPtOBrEumiGJT3/R6IUeV1Mhx1pSwiEjRrEWTTaoUq3+W9LWbm4rTdFOCRDLsmRwdVKONndAo48J1FRVSFtHSlIpDjTqS/QVFQmpSFjS0ta/PmuGDK7sSwz0ZZAAwutDeD952VQ5Z9LpTmQh4TVYj15TPfp4Sv74p8yH7sgRllz+8aSMHN5XvffcT/qtPXJ40fUix7InM9iO+Faec55UfmCKDJo6PfyL5AogAAEIQAACEIgtAYTXh/D2hxXe/j5D7e2/ktR3V2T28ao1wDKs6roZsMIbzoxghTcc7qzwhsNd9coKbzjsWeENh3uUe0V4i1S3v+zhjfIkDDI29vAGoVZ6G/bwls4wSAb28AahZqYNe3jNcNTNwh5eXWLEFyOA8BYh1F9OaShWyLi9j/CGU3GENxzuCG843FWvCG847BHecLhHuVeE10d1+8M5vD4uM1YhCG845UZ4w+GO8IbDHeENjzvCGx77qPaM8BqobF8cS2bgMiOVAuENp5wIbzjcEd5wuCO84XFHeMNjH9WeEV4DlUV4DUDUTIHwagIzFI7wGgKpmQbh1QRmMJwtDQZhaqRCeDVgEeqLAMLrC1PvQQivAYiaKRBeTWCGwhFeQyA10yC8msAMhiO8BmFqpEJ4NWAR6osAwusLE8JrAJPRFAivUZy+kyG8vlEZDUR4jeLUSobwauEyFozwGkNJok4CCK+BqcAKrwGImikQXk1ghsIRXkMgNdMgvJrADIYjvAZhaqRCeDVgEeqLAMLrCxMrvAYwGU2B8BrF6TsZwusbldFAhNcoTq1kCK8WLmPBCK8xlCRihdfcHGCF1xxLv5kQXr+kzMYhvGZ5+s2G8PolZT4O4TXP1E9GhNcPJWJ0CLDCq0Orh1iE1wBEzRQIryYwQ+EIryGQmmkQXk1gBsMRXoMwNVIhvBqwCPVFAOH1han3IITXAETNFAivJjBD4QivIZCaaRBeTWAGwxFegzA1UiG8GrAI9UUA4fWFCeE1gMloCoTXKE7fyRBe36iMBiK8RnFqJUN4tXAZC0Z4jaEkUScBhNfAVGCF1wBEzRQIryYwQ+EIryGQmmkQXk1gBsMRXoMwNVIhvBqwCPVFAOH1hYkgCEAAAhCAAAQgAIGBSgDhHaiV47ohAAEIQAACEIAABHwRQHh9YSIIAhCAAAQgAAEIQGCgEkB4B2rluG4IQAACEIAABCAAAV8EEF5fmLoHPbvjFbn+31c4b7z3PafImhXzZFjtkIDZaFaMwMZNW2XX63tlfv3MvFDqUIxcsPfdXFWGSy+cLLctnCU11YOchM0tbbL0rvXys6e2OX++Y9EsmTF9SrDOaJVHYFVjk6x7cFPuZ/d/Y7GcM+n03J+Z8+WfMFnGbvYHDjDvcNIAAAnDSURBVB2ROYvvkRdefs25AG9dyn9V0ezBy1WNcszoEdK4coFMOHmsM2j1+X/ryvXO/3s/i6JJhVGVgwDCG4Dqzt1vys3L18qyJbOdv5DqL+O27S/lCUGAtDQpQMD9y/2zV0/PE17qUL4po+b0uLGjHNHKym3dqOE5/krK1Et9Acn+wlpQPzNPzMp3ddHNrFje98PHZc51VzhfLrxznDlf/tq7P3OyUpv9OzD57DOcL3beOpT/qqLbQ7HPD1WPhsam3KKS+7MnulQYWTkIILwBqHpXG/nwCwBRs0mhFV7qoAmxhHD3l7qW1lZZ8rW1snDup3IrMPwSKgFuL029MsCcLw/nbFb1WX7X6h/Koi9cLTctXyvZL3HZny+/abbzL3leAS7vVUU7ezHhVZ8t48fV5f4FySvA0abD6EwSQHgD0PT+ci/2FzZAFzTxECgkvNSh76aJm3WhL3j8K0d5aqF+uS9Zvjb3z7vM+fJwVlnd83r40CHO9oWs8BaSLL7kmamFd0uDeztDoS8WLDCZ4R7HLAhvgKp7v3EivAEgajbpSXjd3/ypgyZUn+HeX/be1S6VBuH1CdNnmGJcv6hB9uzbn7dXlM8enwA1w9Rnh/tfLbyfJervwI8e25K3bQ3h1YTsM1x9ljQ9tsXZwlBdVeXcK/DJy6bmtkshvD5BEtaNAMIbYFKwyhIAWolNWOEtEWDA5t4VRu9KmPumEvaxB4TcSzOvePHZY55xdk5nv2B4e1D7eNXLvY9U/RnhLU8t3F8+xo4e6Qhvdu90T58/5bkSskaNAMIboKLsowsArcQm7OEtEWCA5oVkV6Xxrobxyz8AXI0m7lVdPns0wJUQ6v2iwR7eEmBqNvV+vrCHVxMg4T0SQHgDTA7ulA4ArcQmhYSXOpQItZfmxW4M4ZSG8rBXc/qpX26Xz19zmdNBdmvD8iWznX/SZc6Xh7s3q1d4OaWhfNzVZ416ZY/e826P4pSG8rGPW2aEN2DFOQszIDjNZt7zYFVz9/mX1EETqM9w71mwqlmhm0k4h9cnUJ9h3vONvfNd/Zk57xNmCWGF7gfgHN4SgPbS1L1fXYUVOteec3jLwz5uWRHeuFWc8UIAAhCAAAQgAIGYEUB4Y1ZwhgsBCEAAAhCAAATiRgDhjVvFGS8EIAABCEAAAhCIGQGEN2YFZ7gQgAAEIAABCEAgbgQQ3rhVnPFCAAIQgAAEIACBmBFAeGNWcIYLAQhAAAIQgAAE4kYA4Y1bxRkvBCAAAQhAAAIQiBkBhDdmBWe4EIAABCAAAQhAIG4EEN64VZzxQgACEIAABCAAgZgRQHhjVnCGCwEIQAACEIAABOJGAOGNW8UZLwQgAAEIQAACEIgZAYQ3ZgVnuBCAAAQgAAEIQCBuBBDeuFWc8UIAAhCAAAQgAIGYEUB4Y1ZwhgsBCEAAAhCAAATiRgDhjVvFGS8EIAABCEAAAhCIGQGEN2YFZ7gQgAAEIAABCEAgbgQQ3rhVnPFCAAIQgAAEIACBmBFAeGNWcIYLAQgEJ9Dc0iZL71ovk88+Q2ZMn+Ir0YFDR2TO4ntkQf1MOWfS6b7abNy0VbZtf0luWzjLidft01cnBEEAAhCIEQGEN0bFZqgQiBqBIAKqGPRlOz/C++yOV2TJ8rXSuHKBTDh5rCC8UZupjAcCEAibAMIbdgXoHwIQCEygL8U1qCj7EV4vAIQ38JSgIQQgAIGCBBBeJgYEIDBgCaxqbJJ1D27KXf+Y0SNyq6Q7d78p9YsaZM++/c77n716usyvn+n8f0/thg8d4mw/eOHl13I53e2CCHZWeP/tqkvkvoeeyOW+Y9Gs3LYItcLb0Ngka1bMk2G1Q1jhHbAzkguHAAT6KwGEt79WhuuCAASKEuhJQLOyu3zJbGffbDaubtRwR3p7aqfk9L4fPi5zrrtCaqoHSVZWZ1421ZHTUoRXDSYrtN7rQ3iLlpoACEAAAiURQHhLwkdjCEAgTAI9Cah7S4ASV/VyS2V1VZXvG8FUrl2v7+1VlHtj0NOWBrXKrF5KwBHeMGcRfUMAAnEggPDGocqMEQIRJdCT8CqZHD+uLu8kBSWeS762VhbO/ZSMHT2yR+H1boVQ6C69cHLgExN6El63lL/4ymtsaYjoHGVYEIBA/yCA8PaPOnAVEIBAAAKmhVdJ6K0r18v931icO0Ks1BvIEN4AhaUJBCAAAcMEEF7DQEkHAQj0LYFCq7nFtjSoG8MKtSuWS41M90xctjT07XygNwhAAAKFCCC8zAsIQGBAE1CSuvett50tB9n9usVuWlMDLtTO+7Nsnn8681SjWxq85+6yh3dAT0EuHgIQGAAEEN4BUCQuEQIQ6JlAdgVVHSXm91gyla1Qu+ze3p89tc3pUO3dnXjGBHn+pZ0lC6/7qDP3dap+EF5mOAQgAIHyEkB4y8uX7BCAAAQgAAEIQAACIRNAeEMuAN1DAAIDk0Ch0xy8I8me7pDdajEwR8pVQwACEBj4BBDegV9DRgABCEAAAhCAAAQg0AsBhJfpAQEIQAACEIAABCAQaQIIb6TLy+AgAAEIQAACEIAABBBe5gAEIAABCEAAAhCAQKQJILyRLi+DgwAEIAABCEAAAhBAeJkDEIAABCAAAQhAAAKRJoDwRrq8DA4CEIAABCAAAQhAAOFlDkAAAhCAAAQgAAEIRJoAwhvp8jI4CEAAAhCAAAQgAAGElzkAAQhAAAIQgAAEIBBpAghvpMvL4CAAAQhAAAIQgAAEEF7mAAQgAAEIQAACEIBApAkgvJEuL4ODAAQgAAEIQAACEEB4mQMQgAAEIAABCEAAApEmgPBGurwMDgIQgAAEIAABCEAA4WUOQAACEIAABCAAAQhEmgDCG+nyMjgIQAACEIAABCAAAYSXOQABCEAAAhCAAAQgEGkCCG+ky8vgIAABCEAAAhCAAAQQXuYABCAAAQhAAAIQgECkCSC8kS4vg4MABCAAAQhAAAIQQHiZAxCAAAQgAAEIQAACkSaA8Ea6vAwOAhCAAAQgAAEIQADhZQ5AAAIQgAAEIAABCESaAMIb6fIyOAhAAAIQgAAEIAABhJc5AAEIQAACEIAABCAQaQIIb6TLy+AgAAEIQAACEIAABBBe5gAEIAABCEAAAhCAQKQJILyRLi+DgwAEIAABCEAAAhBAeJkDEIAABCAAAQhAAAKRJoDwRrq8DA4CEIAABCAAAQhAAOFlDkAAAhCAAAQgAAEIRJoAwhvp8jI4CEAAAhCAAAQgAAGElzkAAQhAAAIQgAAEIBBpAghvpMvL4CAAAQhAAAIQgAAEEF7mAAQgAAEIQAACEIBApAkgvJEuL4ODAAQgAAEIQAACEPh/grsOt+7RgGYAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.ecdf(df, x=\"total_bill\", color=\"sex\", markers=True, lines=False, marginal=\"histogram\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "federal-trinity",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuydC7gUxZm/fz0z54Yit4SLN1C8JwGMUYlJXGKiCIa4MSvRxFUX/y7BzSYC6gY1mpgoBgWS7EbCuhKva0I2GpeIt6jEXCRxDaDGOwpC5KCiIMK5zUz/n+qx58yZM2emv6murjM9v36efTYwX33V/X41h/eU1VWO67oueJEACZAACZAACZAACZBATAk4FN6YVpaPRQIkQAIkQAIkQAIk4BGg8HIgkAAJkAAJkAAJkAAJxJoAhTfW5eXDkQAJkAAJkAAJkAAJUHg5BkiABEiABEiABEiABGJNgMIb6/Ly4UiABEiABEiABEiABCi8HAMkQAIkQAIkQAIkQAKxJkDhjXV5+XAkQAIkQAIkQAIkQAIUXo4BEiABEiABEiABEiCBWBOg8Ma6vHw4EiABEiABEiABEiABCi/HAAmQAAmQAAmQAAmQQKwJUHhjXV4+HAmQAAmQAAmQAAmQAIWXY4AESIAESIAESIAESCDWBCi8sS4vH44ESIAESIAESIAESIDCyzFAAiRAAiRAAiRAAiQQawIU3liXlw9HAiRAAiRAAiRAAiRA4eUYIAESIAESIAESIAESiDUBCm+sy8uHIwESIAESIAESIAESoPByDJAACZAACZAACZAACcSaAIU31uXlw5EACZAACZAACZAACVB4OQZIgARIgARIgARIgARiTYDCG+vy8uFIgARIgARIgARIgAQovBwDJEACJEACJEACJEACsSZA4Y11eflwJEACJEACJEACJEACFF6OARIgARIgARIgARIggVgToPDGurx8OBIgARIgARIgARIgAQovxwAJkAAJkAAJkAAJkECsCVB4Y11ePhwJkAAJkAAJkAAJkACFl2OABEiABEiABEiABEgg1gQovLEuLx+OBEiABEiABEiABEiAwssxQAIkQAIkQAIkQAIkEGsCFN5Yl5cPRwIkQAIkQAIkQAIkQOHlGCABEiABEiABEiABEog1AQpvrMvLhyMBEiABEiABEiABEqDwcgyQAAmQAAmQAAmQAAnEmgCFN9bl5cORAAmQAAmQAAmQAAlQeDkGSIAESIAESIAESIAEYk2Awhvr8vLhSIAESIAESIAESIAEKLwcAyRAAiRAAiRAAiRAArEmQOGNdXn5cCRAAiRAAiRAAiRAAhRejgESIAESIAESIAESIIFYE6Dwxrq8fDgSIAESIAESIAESIAEKL8cACZAACZAACZAACZBArAlQeGNdXj4cCZAACZAACZAACZAAhZdjgARIgARIgARIgARIINYEKLyxLi8fjgRIgARIgARIgARIgMLLMUACJEACJEACJEACJBBrAhTeWJeXD0cCJEACJEACJEACJEDh5RggARIgARIgARIgARKINQEKb6zLy4cjARIgARIgARIgARKg8HIMkAAJkAAJkAAJkAAJxJoAhTfW5eXDkQAJkAAJkAAJkAAJUHg5BkiABEiABEiABEiABGJNgMIb6/Ly4UiABEiABEiABEiABCi8HAMkQAIkQAIkQAIkQAKxJkDhjXV5+XAkQAIkQAIkQAIkQAIUXo4BEiABEiABEiABEiCBWBOg8Ma6vHw4EiABEiABEiABEiABCi/HAAmQAAmQAAmQAAmQQKwJUHhjXV4+HAmQAAmQAAmQAAmQAIVXcwy8vq1NMwObByUwaI8GpDMudrWngzZhXIgEFP+ujIvd5B8i1eCphuzZiPauDNo6MsEbMTI0AkMHNmJ3RwbtneQfGlRBomF7NeG9ti50dGUFrcIP3XtYS/hJmTESAhReTcwUXk2AguYUXgEsA6EUXgNQBSkpvAJYBkIpvAagClJSeAWwGFqSAIVXc2BQeDUBCppTeAWwDIRSeA1AFaSk8ApgGQil8BqAKkhJ4RXAYiiF18QYoPCaoFo6J4U3OtaleqLw2uVP4bXLn8Jrlz+F1y7/OPTOGV7NKlJ4NQEKmlN4BbAMhFJ4DUAVpKTwCmAZCKXwGoAqSEnhFcBiKGd4TYwBCq8JqpzhjY5q8J4ovMFZmYik8JqgGjwnhTc4KxORFF4TVOsrJ2d4NetN4dUEKGjOGV4BLAOhFF4DUAUpKbwCWAZCKbwGoApSUngFsBjKGV4TY4DCa4IqZ3ijoxq8JwpvcFYmIim8JqgGz0nhDc7KRCSF1wTV+srJGV7NelN4NQEKmnOGVwDLQCiF1wBUQUoKrwCWgVAKrwGogpQUXgEshnKG18QYoPCaoMoZ3uioBu+JwhuclYlICq8JqsFzUniDszIRSeE1QbW+cnKGV7PeFF5NgILmnOEVwDIQSuE1AFWQksIrgGUglMJrAKogZS0Lb1t7J668bhnufXh1/om/e8kMnDb1eO/P7+zYiVnfXIynn3vF+/Mpn5mI71w8Ay3Njbhr5WP41oJluPkH38TREw7zPl+/8XXMvGQhLjjn1HwOAcq6DaXwapaewqsJUNCcwiuAZSCUwmsAqiAlhVcAy0AohdcAVEHKWhbeRUuXe086Z+b0vOD+9Gf3YdY5f4/2jg5PdufOnJ4XWhXf+sbbPaR3+YpVWHLtbDQ3NXnyPPGoIyi7gvGjQim8QmDF4RReTYCC5hReASwDoRReA1AFKSm8AlgGQim8BqAKUtaq8Pqzu30JqprB3bCpNS/D/gzuZfNvxNXzzsfY0XvDzzFy+FCM2W8kVj/5bF6GBQjrPpTCqzkEKLyaAAXNKbwCWAZCKbwGoApSUngFsAyEUngNQBWkrFXhVY/oL0tQ/7twuYL6s5rNvenOlb1IjBoxDEsXzPWE15dgtYzhA0MHeTO9QwYNFNBjqCJA4dUcBxReTYCC5hReASwDoRReA1AFKSm8AlgGQim8BqAKUtay8PqPWUp8l9zyK+9jf7lDX0j8dbvq80IRFiCs+1AKr+YQoPBqAhQ0p/AKYBkIpfAagCpISeEVwDIQSuE1AFWQMg7C6z/uE2ufx8Kly72Z2kf/sKbiEoXCZRFq+UPh+l4BwroPpfBqDgEKryZAQXMKrwCWgVAKrwGogpQUXgEsA6EUXgNQBSlrVXjVDgzzf3QH5n39K/llCGqm11+H+/rWt7wdF6aecGx+llcJrpr5/aczpnhtCl9i819yO2bCYRVnhQV46yKUwqtZZgqvJkBBcwqvAJaBUAqvAaiClBReASwDoRReA1AFKWtVeNUjFq/T/cjhB/ZYh1u8LZlqc96ZUz2hVXJ8wy339FjGoGaIz73wWhRubSZAWbehFF7N0lN4NQEKmlN4BbAMhFJ4DUAVpKTwCmAZCKXwGoAqSFnLwit4TIYaJEDh1YRL4dUEKGhO4RXAMhBK4TUAVZCSwiuAZSCUwmsAqiAlhVcAi6ElCVB4NQcGhVcToKA5hVcAy0AohdcAVEFKCq8AloFQCq8BqIKUFF4BLIZSeE2MAQqvCaqlc1J4o2NdqicKr13+FF67/Cm8dvlTeO3yj0PvnOHVrCKFVxOgoDmFVwDLQCiF1wBUQUoKrwCWgVAKrwGogpQUXgEshnKG18QYoPCaoMoZ3uioBu+JwhuclYlICq8JqsFzUniDszIRSeE1QbW+cnKGV7PeFF5NgILmnOEVwDIQSuE1AFWQksIrgGUglMJrAKogJYVXAIuhnOE1MQYovCaocoY3OqrBe6LwBmdlIpLCa4Jq8JwU3uCsTERSeE1Qra+cnOHVrDeFVxOgoDlneAWwDIRSeA1AFaSk8ApgGQil8BqAKkhJ4RXAYihneE2MAQqvCaqc4Y2OavCeKLzBWZmIpPCaoBo8J4U3OCsTkRReE1Tt5lQnxi1curzHqXMm74gzvJp0KbyaAAXNOcMrgGUglMJrAKogJYVXAMtAKIXXAFRBSgqvAFbAUHVs8bcWLOsRXXzsccBUVYVReKvCZq8RhTc69hTe6FiX6onCa5c/hdcufwqvXf4U3vD5K+Fd/eSz+M7FM9DS3Bh+BxUyUngjR67XIYVXj5+kNYVXQiv8WApv+EwlGSm8Elrhx1J4w2cqyUjhldAKFltOeN/ZsROzvrkYTz/3ipfs5h98E0dPOAz+3x8z4TDcdOdK77NTPjMRZ0+fjAuv+A9s2brN+7Mv0cV5Cj8rFt629k5ced0y3Pvwai/vdy+ZgdOmHh/sYQJEcUlDAEjlQii8mgAFzSm8AlgGQim8BqAKUlJ4BbAMhFJ4DUAVpIyD8G54zUVHh+ChQwodM9pBU4kJ3L6E15fU6dMmecK5fuPruO6Gn2H+ped7d6REWAnvnJnT8wK8/97DPclt7+jwPp87c7onyEpq1VUoy37eQuFtbmryZHfk8KH5vPOuuREXX3AGxo7eOxQSFF5NjBReTYCC5hReASwDoRReA1AFKSm8AlgGQim8BqAKUsZBeL/9/TQ2v+4Knjqc0G//Wwr77u30SlZqDa+ayVVX4ctk/szr6dMm4aAD9ukhtP5nE486wpPj4j8Xd7po6XLvr5QsFwrv29t34rL5N+LqeefnBVfFjtlvZGizvBRezfFE4dUEKGhO4RXAMhBK4TUAVZCSwiuAZSCUwmsAqiBlHIT35v/O4M1t0QvvuV9O4YPDesPua4ZXiei5F17bq4GS4WqEV4mrv/xBJT3vzKklhXfmJQu9JRGFV5jLGii8gi9cqVAKL5B4ejWyHzoazltbkXz2z8gcNQnO1s3IHvThknRTf30CbmcHsmMOhfPu28iOPrRkXPK5J+E2NsN57124o0Zjz11vIpPJYtf+H0LD71bCbWhAdv+D4A7+ANDcAmfjC8geeiQSLz+D7Kj9kXirFe6god7nzlutSD3+IDLjJiI7+hAvZ+r39yJzwOFwRx8Ct3kAkv+3CnjvXSTe3or0iafDHTgYidZNSLyxCZlho5BofQ3Ozu3AwCHIfPgYuE3NaPjVTXAPHg+8sQnZw48C2tty/e16F25DE9zheyOx4fnc323fhkTrRqQnngR0dqDhT7+Bu+NtZI86HoknVyE79kNAqhGp365A16kz4O45EKlH70Hmk1ORfPlpuJm0xyrx1hZkjvhYnlnqt/+LjHruNzYDAwYiO2JfpB69G86brcgeMgGZMYfAgYOGn/8Y6eNPQfaQ8R6v5CN3IT3lK4DjwHlrC9C+G+6+Y728qcdWIHvwOGRHjUbyL7+Fu8deGPjRY9D19P+hvWUwEuufQeaQ8Wj4wwPIHDwOiQ3PInPE0cgeeAQaVt6O9IeOgdPYiOyoMUDbe0g+/We4g4fCSTUic+AR3fVuew+JTeu9e0q8+hzcoSO83M6unV5+Vz3L2j/ATabg7jUk939DPgjn3XdyHA48AokX1yG5/q9ITzzRq4+756BcbX5/H9ITPuGxdvfLPZe6EptehrNlI7LjPg6ku+C0bsqN1a5OJF9ci8yHjuk1HhNvvwHs3J4bO5vWAy17wP3ASG9MJF57CZnDj/LGS6nLefsNbzxk9zvIi1VjL/uBUd7Y8O5nywY4L/8VmU+cDCSSpXPs2IZB772Jjp070XbY0bl2T/0RSKSQ/XDv+1WfO2+8DifdiezeY3I5d72LxOsb4XR1IHPQOKCx+79xqvvyuA0djuQzf/YYJ157McevZc/APyULnxU7d3jfsfSULwduH3Zg4uk/AW42V+uiS/18yR74IW+sFF7Oezu6x0TBB57w7u5E59rVyH5koveJ+rmCtl09xpf39zu3I/HG35BR3+l+eDnb34KjfvaMPsT43anvanLD88COd5CZcFyf35NKN1JJeP1/h/r6DlXKH/TzvYe1BA3t93HlhPcXK1aVfJnNX+7gL1moNMOrZLf1jbfzucrN8PrLJoYMGmiEHYVXEyuFF2i58PNov/ZnSP3uXjTcdSPav/F9NN53O9pnLyxJt/maf4HT/h46P3c2Us88gY4Zuf+EUny1XH4WsvsfAkcJ6LEnomnV3XC7utB28Q/RfPlXPAlzDx6H9FGT4I7cH43/dTXar7gRTQtno+vU85D67T3IjjsO6aM/jeTjD6DpjsVIH/lJdJ53uSfFzYvmemLcOeNSZPc5AC1f/xyQTMFp34X22dd5spi67w5PALKHjEPqsV8D2SzQ2IT2i3/kCc+AWSfC3f9Q4M3NSJ9wmicv6n6UgGWHjkD6M6eh6SdXepKbeO7/kFr3R7Rd+3M427ai+Xv/DKd9N7qmfAUN990Bd+/RyO49FsknHkHnGf+K7AGHovnar6Hja9eg4RdL4LhZdB4/DY2P3IW2q+/I41L3nf7c2Wi4Z5knn+nJX0LTv18KuC7cEfsgc/B4uC0D0PDQcrjD90Hnqed5vJq/ez52/8f9QDKJ1Kp7PHlT/aprwKyT0DXly+j6/Lnw6vCBUWi+7Afo+rez0XX0CUg9/Et0fe4cNC6/wZO95F+f8H6Z6LjguxhwwUlITzrVE/6uL/w/JDa+gKal3/ZqqaSy41/n5+9dfdb43z9E+7wb0PTjy5H+1Clo+sm3PQnpOvkMpCefiZZLvww0tSC7/8FIH/ExZI79rNdf6pG7vFxNiy9G8pVn0HHWXCRfWOOJuvvBfdC0aC46v3g+Eq2b0fmVC/N9Nt6+CMmnV6Nj9vXAu++g8d5bvbGqBKD5mq+i7fu5/+RWeKlflpRYd55zMRr++4feLwbp4z+Hhv+9Gak/P4yOs+d646XUlfrDfZ7Md541B423Xuf94qOkWo0NdalfmlIP/w/ar/ul94tXqSu57o9ofnwlsi89g7aFv/JCWq44B25TC9ov+0nJNg0P/QLY8Ta6/mGm93ny5WeQ+tV/eWOv45IfeVLrX+q+FLf0xyej5eJ/QPoTU5B6/H50fG2+J+pBr8JnTbz0FJoXXYTdSx4M2jz0uKbvng8nm0H7lT23XvL4XX4W2i+83vseF16qzv6YKPx7T3jf2QHnkjPRtihXg9Tvfo3Eay/3GF8e6+f/gtT9P0PHhQtCf6YwEqb+bxUS637v/Sw0fanvasPdN8HZ8RY6zr+8z+9JpfuoJLz+v0N9fYcq5Q/6eT0Ib/EaXsXGX4srneEtFFxfjv11uuXW8Ko+1drhl1/djMmTSv9SH7RmfhyFV0qsKJ7CS+Gl8FJ4Kby5H4wU3hwHCm/3P5QUXk3JMNhcskuDvz+vup3Cl9IqzfAqafWXKowaMQwfGLIXjjny8F5LGtSsbvEuDSp+6YK5fGnN4BgQpabwUngpvBReCi+Ft/AfDgovhVckEgyOhABneDUxU3gpvBReCi+Fl8JL4S39jylneDUlg81DI0Dh1URJ4aXwUngpvBReCi+Fl8KrqRNsbpgAhVcTMIWXwkvhpfBSeCm8FF4Kr6ZOsLlhAhReTcAUXgovhZfCS+Gl8FJ4KbyaOsHmhglQeDUBU3gpvBReCi+Fl8JL4aXwauoEmxsmQOHVBEzhzW1ojz32Ajo74by3He6gYUBnW58b1nuHMmQy3ub9Tibd596j2LUTTsIB0mlvv9G9GlxkMi52JZrgvP0mnEQC7oA94KYagETCOzhBHbygDjpAY4u3wb73mfo/dW/q8IDBQ3P9ZdLAO2/k4tWf1Yb/O9+Bow4iaG9H9oN7A6mUd2hBoqMN2cZmoKPN+9xNNgADB3l9Ols3AWrD/vbdcPYc7G1yr/p01D2rnI2N3l673n14udXBFMO8/XydHdu8+8LgYXDf3ZZjqA4UaN2MrDoAIpX09iB2Bw/3DmJwkEW2eQ8vD/bo3phbPZfak1g9r9pHWO1/m3jrdWD3e8gO+iCcPfaEOtvHefk5OPuORnbPvXL3vq3V26/WuxSfbAZuc25Tdcdjs1duU/5334aTasBeHxyKrnffxe40vPtRBxUk3tqK7MBBcHa/CwwalmP75t+AgUPhOE6ufTYDdQiBo7glE3Bb9uj+1qnPOnJjJcepEc7unV591DOpPY/VgQ/e4RipBu8ACjQ0emPCq68aQ7vf8w4McYd8IDeeVIxiv/0NYM+h3v7F/nN5z6b66WjP1VCB8ceq6wKq7/fr0ONHQ1dnfqx6NfRrq/KofKqNGi+lrh5td3v1cxtb8gc/OB3tcNUzDPlA3z+N0l0Y0gi0d3SireF9foqL+n7sMah0O1VT9ez+wQrqO6eeNet63z3vO/P+5THx2arvs1eH9+AOGtLnYRiVnhWZDJx3tsL9QO6ADSvXrh25Gu9ZgtGunb04ePfocyo6cMPbh7c9jfbt27vHSNH3Jv+MBePTynNX6lT9LFLjsI99nys1F32uWLS95/1MzKrDWfr6nlRIWmkf3vy/Q6KbkwfHaR9e+dPXdgsKr2b9KLyaAAXNebSwAJaBUB4tbACqICWPFhbAMhDKo4UNQBWkrCi8glw6oRReHXp221J4NflTeDUBCppTeAWwDIRSeA1AFaSk8ApgGQil8BqAKkhJ4RXAYmhJAhRezYFB4dUEKGhO4RXAMhBK4TUAVZCSwiuAZSCUwmsAqiAlhVcAK8LQwqODI+y2qq4ovFVh625E4dUEKGhO4RXAMhBK4TUAVZCSwiuAZSCUwmsAqiAlhVcAK2CoOlr4WwuW4eYffBNHTzgs30pJ7E13ruz196XSUngDwo5DGIU3uipSeKNjXaonCq9d/hReu/wpvHb5U3jD56+Ed/n/PoojDj0AF886Ay3NjVi/8XUs+PGd3v+fP+/8HiJM4Q2/BjWVkcIbXbkovNGxpvDaZV2qdwqv3ZpQeO3yp/CGz18J74ZNrV7iTx07zpNbNWP7oUPH4Kc/vx9zZ073/k7J78xLFmLL1m1e7HlnTsWcmdO9/108w/vOjp2Y9c3FePq5V7zPi2ePw3+K4Bm5pCE4q5KRFF5NgILmFF4BLAOhnOE1AFWQksIrgGUglMJrAKogZRyEN7P+eW8Ly6iv1NjDgfe3nCzs2xfeU0/+JO646zc4/8un4M5fPYwz//4zmP3tH+eF94FVf8ZBB+yLsaP3zsuvP/tbKLy+7E6fNgmnTT3ei73uhp9h/qXnY8ig7q00o35+vz8KryZ5Cq8mQEFzCq8AloFQCq8BqIKUFF4BLAOhFF4DUAUp4yC8Oy86B5nX1gueOpzQgdfdjOTog3ol84VXzdYqcX1h/Sb8vy+fgoMO2MebpfVneAsbtrV34srrlmHiUUd4UlsovE+sfR4Lly7Hkmtne4Lrx54+bVLFpRHhPGn5LBReTcoUXk2AguYUXgEsA6EUXgNQBSkpvAJYBkIpvAagClLGQXh3L5mP7NbXBU8dTuiAWfOQGNH7AJhC4VWy+osVq/Cdi2egvaOjh/D64nrvw6vzN/TdS2aUFN5zL7y21033l2UNFF7N8UTh1QQoaE7hFcAyEErhNQBVkJLCK4BlIJTCawCqIGUchFfwuJGEFgpvYYf+0gQ1w/vhww70ZnRHDh/qrdutNMPrS7N6Aa6/XRRezYpQeDUBCppTeAWwDIRSeA1AFaSk8ApgGQil8BqAKkhJ4RXAChgqEV5/CUPxOt1ya3jVbaiZY3UVbnsW8PZCD6PwaiKl8GoCFDSn8ApgGQil8BqAKkhJ4RXAMhBK4TUAVZCSwiuAFTA0iPAqUVXS6i9VGDViGD4wZC9M//yney1pUN0W79LwkcMPzK/pDXhbxsIovJpoKbyaAAXNKbwCWAZCKbwGoApSUngFsAyEUngNQBWkpPAKYDG0JAEKr+bAoPBqAhQ0p/AKYBkIpfAagCpISeEVwDIQSuE1AFWQksIrgMVQCq+JMUDhNUG1dE4Kb3SsS/VE4bXLn8Jrlz+F1y5/Cq9d/nHonTO8mlWk8GoCFDSn8ApgGQil8BqAKkhJ4RXAMhBK4TUAVZCSwiuAxVDO8JoYAxReE1Q5wxsd1eA9UXiDszIRSeE1QTV4TgpvcFYmIim8JqjWV07O8GrWm8KrCVDQnDO8AlgGQim8BqAKUlJ4BbAMhFJ4DUAVpKTwCmAxlDO8JsYAhdcEVc7wRkc1eE8U3uCsTERSeE1QDZ6TwhuclYlICq8JqvWVkzO8mvWm8GoCFDTnDK8AloFQCq8BqIKUFF4BLAOhFF4DUAUpKbwCWAzlDK+JMUDhNUGVM7zRUQ3eE4U3OCsTkRReE1SD56TwBmdlIpLCa4JqfeXkDK9mvSm8mgAFzTnDK4BlIJTCawCqICWFVwDLQCiF1wBUQUoKrwAWQznDa2IMUHhNUOUMb3RUg/dE4Q3OykQkhdcE1eA5KbzBWZmIpPCaoFpfOTnDq1lvCq8mQEFzzvAKYBkIpfAagCpISeEVwDIQSuE1AFWQksIrgMVQzvCaGAMUXhNUOcMbHdXgPVF4g7MyEUnhNUE1eE4Kb3BWJiIpvCao1ldOzvBq1pvCqwlQ0JwzvAJYBkIpvAagClJSeAWwDIRSeA1AFaSk8ApgMZQzvCbGAIXXBFXO8EZHNXhPFN7grExEUnhNUA2ek8IbnJWJSAqvCar1lZMzvJr1pvBqAhQ05wyvAJaBUAqvAaiClBReASwDoRReA1AFKSm8AlgM5QyviTFA4TVBlTO80VEN3hOFNzgrE5EUXhNUg+ek8AZnZSKSwmuCan3l5AyvZr0pvJoABc05wyuAZSCUwmsAqiAlhVcAy0AohdcAVEFKCq8AFkM5w2tiDFB4TVDlDG90VIP3ROENzspEJIXXBNXgOSm8wVmZiKTwmqBaXzk5w6tZbwqvJkBBc87wCmAZCKXwGoAqSEnhFcAyEErhNQBVkJLCK4DFUM7wmhgDFF4TVDnDGx3V4D1ReIOzMhFJ4TVBNXhOCm9wViYiKbwmqNZXTs7watabwqsJUNCcM7wCWAZCKbwGoApSUngFsAyEUngNQBWkpPAKYDGUM7wmxgCF1wRVzvBGRzV4TxTe4KxMRFJ4TVANnpPCG5yViUgKrwmq9ZWTM7ya9TYtvOk08KcnEvjEx7Oad1q++RtvAm9tS+CIw+T9/P6PCXz82CySyfJ9bGkF3n3XwY4dDj784SwGtASLP/QQ1wtUwnXbchdHH5XBE08CDakEpkzO4Jd3JzFoUBafPSEXp64333LwxpsOdu8COjpcfPIT3Z+98F806cgAACAASURBVGLCix85Ihf7pz8ncMABLh7/k4O/+6SLzjTw28cSOPSQLJ5/wcG4DwHbd7pwAKx72sFJnwXG7N+b01PPOBg6BHjjDeCQg1288KKDww9z8eQaB3sMAD56pItVv0tg0qdybf/wxwSOPSaLVAp47z3k4//6nIOjj3Kx8v4EdrcBW15P4Jhjsjj26Fw7NSbu/HkSg4e4+MTHXbS3udi128FLLzs4aKzr9V14bX0D2PhaEgOas/jwh3OfPf9CAo7joqsL+PCHesYXtlW1Hb1/Fu3tDj42PoWujIvd7Wn898+T+PwpGey5Zy76sd8n8KlPZLH8f5KYfFIWgwf1ndPPv32Hgw0bgQnjXLRuBXbsyDF/d6eD9euBIydUzuHn2vQ3B12dwIEHdLdZ/4qDpiZg331yf1dY90L26rMn/+JAjTP/efy8nZ3A//0lgeMmdtd7zVoHB44Fnn7awV4DXeyzNzBsWN/3unMnvNqo+ldzPf+ig1dfdfDlL6aweUsGr27srmM1+aJu88wzCaifLyd8Osdw927AH+OF9/LMXx2MGlmeZdT3XtifLeH985MJfPjwLAYMqPz0r78O72fBwQdVN9Yq92AvgsJrj31ceqbwalbStPC2twOLfpjCpf+W1rzT8s2fecbBsy8kMP2LGXE/35ufwiVz0mhsKt9UScWmvyWwcSNw1pnZspLgS4iK//tpuXtSwjv3MhefOyWLBx500NDg4KIL07jqmhT22svFhV/rvve/PpfA088A7R0J7N7t4oJ/7v7srnuSOGB0Ni9Ui36UxOTPuvjVigS+/KUM2tqA5b9MYsxoF69tdnD0R7PYsMFBOqMkGjjps1lP7oqvm29Ler8w/GVtAqdOy+Cue1I4/Qtp3PGzFFpaXHz1/AyuuCqFq67I1fKaBSnM/noaLc2A+mXAj1/+yxS+NiuNb383BWXZmSxw0IEuzjkr9wxqTKi2e+wBnHZqBm+/4+DNt5SMJ3Dk+CymTu55b0rSn3wyiYYmF/94Zi6H+iWhZYCL7duBL3+p719yVG0/PSmLd7YDX/mHZF54v3VVChf8c9oTFHV9+3spfOvSNL7zvRRmnJ3BmDGV/8F9dYODR3+bwIxzMli7zsErGxLe8yh5ve/+BP75vOBjUQnszveAk0/qfpb7HlC/2CAvq4V1L2Sv7v+G/0zhC5/vfh6/tuoXEfWZGt/+9Z83JTFlcha33Jb0fhk45mjXk+W+LiUh/3tv0qt/Ndc9v05ASeP130tgzdNZ/G51dx2ryRd1m/+5O4lNm4HZ/5p7fvULoT/GC+/l9jsT3i965VhGfe+F/dkS3h/9OIkzv5TFBz9Q+TulJkfUz4LPTZFPXNhkG6RvCm8QSowpR4DCqzk+KLwAhTc3iCi8FN5SP04ovBRenX9mKLw5ehRenVHEtooAhVdzHFB4Kbz+EKLwUngpvL0JcIZX7x8ZCi+FV28EsbVPgMKrORYovBReCi+XNHBJQ98/SCm8ev/IUHgpvHojiK0pvCGNAQovhZfCS+Gl8FJ4Q/onpVcaCi+F19TYqre8nOHVrDiFl8JL4aXwUngpvJr/lPTZnMJL4TU1tuotL4VXs+IUXgovhZfCS+Gl8Gr+U0LhrQCQL62ZGmH1k5fCq1lr08Lb0Qn85D+T+EbBlluat1yyudqX9aWXgGmfk29n84N/T+JfZmbQ0Fj+zp562sHfWh1s2uTg9NOyGDK4/DY7fvyUE3P3pLYlm/dtF6dMyeCB3yTQ2Ah8/YKMt0WX2vf1gpnd2z6pPXCffzHh7cOr9rI979zuz9R2Vfvt4+b3pF36X0n83fFZ/O+KBM6YnkVbO/CLXyZw8MHAK68AR38si02bEt72YJs2O5hyUhYTj+nN6ee/TOLgsVk889cETj4pg5X3JzFtSha/uDvh7aF59lcyWLCoe4urH/44iZn/L4PmJnjbnfnx99yb26rr2uuTyGQcdHQARxzu4ozTc8+gxsT3r09h4J7AqZ/PYMd2YNvbDtauU9uSufjMCT23v3r2uQTWPOWguRH44hdyn917XwJNTQ7e3Znb2qyvS9X2kx/PYvu7Dr44rXtbMrUNmdqWbPjwXMvrFycx5xsZfO/aJP7pHzPYb7/Ko1SNg98/7uDM6YqZg9c2OZh6chZbtgAPr0rirPe3UKucCVB7le5+D5j0d911eWRVwtsn92NH5cZZYd0L2avP1AuHUydn8s/j96n2jP3prSn8y1e7tyW77c4kPvN3GW/run33UfsFZzH2wL7Hstpj+MHfJL36V3M98FACTz2TwDXfSuDp5zP40xPddawmX9RtVqxMYvNmB7P+Ocdw21sO/DFeeC93/SqJ8ePKs4z63gv7s7Ut2U03J/H30ypv46juVe0RrX4WfPYE+c9xm2yD9E3hDUKJMeUIUHg1x4dp4dW8vVg159HCdsvJk9bs8udJa3b52xJeu0/df3qn8PafWtTqnVB4NStH4dUEKGhO4RXAMhBK4TUAVZCSwiuAZSCUwmsAqiAlhVcAi6ElCVB4NQcGhVcToKA5hVcAy0AohdcAVEFKCq8AloFQCq8BqIKUFF4BLIZSeE2MAQqvCaqlc1J4o2NdqicKr13+FF67/Cm8dvlTeO3yj0PvnOHVrOLbOzs1M7B5UAKNDQm4WRddmcpnygfNybjgBJoaEsiSf3BgIUcq/pmsizTHf8hkg6VrbkyiK531asAregItjUl09gP+6hcfXrVJgMJbm3XjXZMACZAACZAACZAACQQkQOENCIphJEACJEACJEACJEACtUmAwlubdeNdkwAJkAAJkAAJkAAJBCRA4Q0Iqq+wbe92aGZg86AE1Bo6tYZUrePiFT0B8o+eeWGPLU1Jb/2uWkfKK3oCA5pS6ExnuIY6evRejwOaU+jozFhfQ61enuNVmwQovJp14y4NmgAFzblLgwCWgVDu0mAAqiAld2kQwDIQyl0aDEAVpOQuDQJYDC1JgMKrOTAovJoABc0pvAJYBkIpvAagClJSeAWwDIRSeA1AFaSk8ApgMZTCa2IMUHhNUC2dk8IbHetSPVF47fKn8NrlT+G1y5/Ca5d/HHrnDK9mFSm8mgAFzSm8AlgGQim8BqAKUlJ4BbAMhFJ4DUAVpKTwCmAxlDO8JsYAhdcEVc7wRkc1eE8U3uCsTERSeE1QDZ6TwhuclYlICq8JqvWVkzO8mvWm8GoCFDTnDK8AloFQCq8BqIKUFF4BLAOhFF4DUAUpKbwCWAzlDK+JMUDhNUGVM7zRUQ3eE4U3OCsTkRReE1SD56TwBmdlIpLCa4JqfeXkDK9mvSm8mgAFzTnDK4BlIJTCawCqICWFVwDLQCiF1wBUQUoKrwAWQznDqzMG1m98Hdfd8DPMv/R8DBk0MJ+KwqtDVdaWwivjFXY0hTdsorJ8FF4Zr7CjKbxhE5Xlo/DKeDG6NwHO8FYYFe/s2IlZ31yMp597BR85/EAsuXY2hdfSN4nCawn8+91SeO3yp/Da5U/htcufwmuXfxx6p/AGrCJneAOCMhhG4TUIN0BqCm8ASAZDKLwG4QZITeENAMlgCIXXINw6SU3hDVjovoR3y9ttATMwTJfAoAENSGdd7GpP66Zi+yoIKP5dWRe7yb8KevpNBu/RiI50Bm0dGf1kzCAmoH7haOvMoL2T/MXwQmgwdGATdrV3oaMrG0K26lOMGtpSfWO2tEqAwhsQf1/C67oBEzBMn4ADgLz1OVabgfyrJRdKO8cB+PMmFJRVJakF/iseyMngtMmJqp6xPzcqxz/z7F+QfnYtUkdMQPKIjxp9DHUfvGqTAIU3YN24pCEgKINhXNJgEG6A1FzSEACSwRAuaTAIN0DqWljScMVVKe9Jrrqif/1XsOSL69C0+KIAlPVCuqaeha5p5+glqdB672Gc4TUK2GByCm9AuBTegKAMhlF4DcINkJrCGwCSwRAKr0G4AVLbEN4tWx3cd3/w2doNG3PTj/1NeBtW3IKGlbcHoKwXQuHV4xf31hTegBWm8AYEZTCMwmsQboDUFN4AkAyGUHgNwg2Q2obwbtiQwLJbgwuv/xj9TXibFs1F8qWnkDl4HDrmLAxAu3cIX1qrChsbFRCg8FYYDoXbkvmh5505FXNmTvf+yH14o/s+UXijY12qJwqvXf4UXrv8bQrviOEuTjk5+AsMY8bYfbGrsFK+7Kq/05mBpfDaHf9x6J3Cq1lFCq8mQEFzCq8AloFQCq8BqIKUcRbeamcyBfhqOnT0/i7OOze83SFSqx+Es21rJExSjz+Q76tj9vXIHDK+qn4pvFVhYyPO8IY3Bii84bGslInCW4mQ2c8pvGb5VspO4a1EKL6fhy28hbOuUVHTkV11jxTeqCoV3344w6tZWwqvJkBBcwqvAJaBUAqvAaiClHERXvUiVkd7zwdv3epg5f0JhC12ArwVQyVLGmwIZcUHKBGQnngi3KEjqmkqbpM+bjLcYSPF7fwGFN6q0bHh+wQovJpDgcKrCVDQnMIrgGUglMJrAKogZVyE96abk9j4WunNTGtNeBvuva1kBQv/M76gxJGH6s66RnnDFN4oacezLwqvZl0pvJoABc0pvAJYBkIpvAagClLGTXjVi1jNzT0BjBrpYurJ/eeFq8K7KzXDO2DWiWUrWEtCKRiKVkIpvFawx6pTCq9mOSm8mgAFzSm8AlgGQim8BqAKUtaq8K5Zl8D2Hd0zumvWAtu3O5hxdhb9aTeBSqVQwtv285vgrLi1V6jafaDUpfuf8SvdUz19TuGtp2qbeVYKryZXCq8mQEFzCq8AloFQCq8BqIKUtSq8fS1h6K/C29cOBi2NSXT99S9wXljXq2q7lzwkqCRDqyFA4a2GGtsUEqDwao4HCq8mQEFzCq8AloFQCq8BqIKUtS68E8ZnMXhQ916yRx4JDCn4swCF0dAgL5zp7Cdr9OZjnJzCG+PiRvRoFF5N0BReTYCC5hReASwDoRReA1AFKWtVeK9ekERHe/9awpDYvB4Ny5eUpJ/Y/DKctl0o3sGgpSmJrrSLdCaL7KETqt5PVlByhhYQoPByOOgSoPBqEqTwagIUNKfwCmAZCKXwGoAqSFmrwnvFVSnvKW0sYVBi67S914tyOeH1g4tfOJNsSyYoK0MDEqDwBgTFsD4JUHg1BweFVxOgoDmFVwDLQCiF1wBUQcpaF95LL8mguTn48bgCNH2GVlqekN3nQHRNv6Bk++y+Y+EO2DP/GYU3jIpUn4PCWz07tswRoPBqjgQKryZAQXMKrwCWgVAKrwGogpRKeBffkMErG0rvYStIZSX0qivSkfarZnGV8KrlCUpsC+XVvxEltX0Jb/HNUngjLV+vzii8dvnHoXcKr2YVKbyaAAXNKbwCWAZCKbwGoApS1prwDk23Yki2Nf+EM87JCJ5WP7Rw2UIY++FSePVropOBwqtDj205wxvCGKDwhgAxYAoKb0BQhsIovIbAVkj7zg4HO7YDe7Y04H/uyeL1LXbWw0qfvmHFLWhYebu0Wejxana3Y87CkjO8ks4ovBJa4cdSeMNnWm8ZOcOrWXEKryZAQXMKrwCWgVAKrwGoAVI+ssrBqseSPSJtvAAW4FZ7hDQtuQLJpx6HO3Q4ssNGSpuHFi9ZtlCuUwpvaCWpKhGFtypsbFRAgMKrORwovJoABc0pvAJYBkIpvAagBkjpC+/QwcDgwS4yWWDqlCxGjYj2BbAAt4rkS92HMjQsvwGJza8gLnvWUniDjABzMRRec2zrJTOFV7PSFF5NgILmFF4BLAOhFF4DUAOkXHZLEhs2Ojj5s8BnPu2irSPatbABbjEfMmDWib3CO2Z+G5kJn5Ck6ZexFF67ZaHw2uUfh94pvJpVpPBqAhQ0p/AKYBkIpfAagBogpb+PbZTCG2Sf2lK37s/wZg4el/9Y7YKglhXU+kXhtVtBCq9d/nHoncKrWUUKryZAQXMKrwCWgVAKrwGoAVL6wvuNmQnsu38mkhnehkfv6vMksgC3jN1LHgoSVlMxFF675aLw2uUfh94pvJpVpPBqAhQ0p/AKYBkIpfBWB3Xl/Qm0bq1+71y1nEFd/74ggfauaITXX5pQ7mCGcjQyh4yvDlY/bkXhtVscCq9d/nHoncKrWUUKryZAQXMKrwCWgVAKb3VQb7o5iY2vVS+8fq9RCG9q9YNI/vHB/MtnXZ/+QuCDGaqjUzutKLx2a0Xhtcs/Dr1TeDWrSOHVBChoTuEVwDIQSuGtDqovvFMmq50VqsuhWh354ZSxGV5/7W3y8QeQerx7OUIclyZUWwEKb7XkwmlH4Q2HYz1nofBqVp/CqwlQ0JzCK4BlIJTC2xPqhg0JLLs1EZi07t656qQ1U0saindXSE88EZmPT0YclyYELlhRIIW3WnLhtKPwhsOxnrNQeDWrT+HVBChoTuEVwDIQSuGtfeH1lywUD4/i3RUyx01GeuJJBkZR7aak8NqtHYXXLv849E7h1awihVcToKA5hVcAy0Aohbcbqjru94UXHKgX0kbv7+K8c83vjRvGDG+l4365hKHvLw6F18APFUFKCq8AFkNLEqDwag4MCq8mQEFzCq8AloFQCm831MLjfmtFeJsWzUXypae8h/CXLBQPEy5hoPAa+NERSkoKbygY6zoJhVez/BReTYCC5hReASwDoRTe3sI7eJCLww51MfXkrAHiPVNKZ3gb7r2tR4LU4w/A2bbV+7u4HPdrHHpBB5zhjZJ2774ovHb5x6F3Cq9mFSm8mgAFzSm8AlgGQim8gFrKsHZdAq++Cu+430nHZ3DCJNcA7d4ppcJb6phflbVj9vV8Ga2KilF4q4AWYhMKb4gw6zQVhVez8BReTYCC5hReASwDoRReoHhnBpvCW7hEoVy51Wxu4ZU+bjLcYSMNjJB4p6Tw2q0vhdcu/zj0TuHVrCKFVxOgoDmFVwDLQCiFt1t41VKGCeOzOHCMgzFjzC9nUOUsnOF1trWiefFF+SUK5crNF9HC+TJQeMPhWG0WCm+15NjOJ0Dh1RwLFF5NgILmFF4BLAOh9Si8a9YlsGZt9ylp7e3wjgmO6kW1wjIWCm/yxXVoWnyR9zGXKBgY7CVSUnij4dxXLxReu/zj0DuFV7OKFF5NgILmFF4BLAOh9Si8hbsxFCK1IbwDH7gdmV/d0qOy7tDhaJ+zkEsUDIz34pQU3gggl+mCwmuXfxx6p/BqVpHCqwlQ0JzCK4BlILSehVctX/jo+G6oTS0uRo2I5mU11as6MKL5Tw8h+/zaHpXNHDwOHXMWGqg2U1J4+9cYoPD2r3rU4t1QeDWrRuHVBChoTuEVwDIQGlfhDXJEcJQvp5UqXeELatxSzMDgDpCSM7wBIBkMofAahFsnqSm8moWm8GoCFDSn8ApgGQil8JqZ0a10+llhKd3jTkLnsSdxWzED47tSSgpvJUJmP6fwmuVbD9kpvJpVpvBqAhQ0p/AKYBkIjYvwqr10d2zvBqReQovyiODi0jQtugjJl9YFq9gli7D7gI8Ei2VUqAQovKHiFCej8IqRsUERAQqv5pCg8GoCFDSn8ApgGQiNi/D2pxfRVJn8AyIqLVWQHjxhYAjUdUoKr93yU3jt8o9D7xRezSpSeDUBCppTeAWwDITGTXjVXrqDBnWDGjUymiOCqz0BjcJrYFALUlJ4BbAMhFJ4DUCts5R1KbxPrH0e5154rVfqjxx+IJZcOxtDBg3ss/SLli7HTXeuLBlP4Y3uG0PhjY51qZ5qXXgffSzpPZaNY4F9ng333oaGX99aspCVDoig8Nod/xReu/wpvHb5x6H3uhPe9Rtfx2Xzb8TV887H2NF7466Vj2H1k8/iOxfPQEtzY6+aFn9e/GcKb3RfAwpvdKzjKLxXXJXq8Vg2dl4onN2tJLjFNaDw2h3/FF67/Cm8dvnHofe6E14lrBs2tWLOzOle/YoFuLioanZXXX68mh1euHR5flaYwhvd14DCGx3rOAuvEl11RXUscKklDJXW65biT+G1O/4pvHb5U3jt8o9D73UnvMUC+86OnZj1zcWYO3M6jp5wWK+aKiGeeclCTD3hWE96Vfsx+43EaVOP92IpvNF9DSi80bGOg/AuuyW3hMG/NmzMHRF81RXp0EA621qRWv1Q2XylljBIZ3dVBxTe0MpWVSIKb1XYQmtE4Q0NZd0mqkvhLRTWSsLb1t6JK69bhh07d+H3f36615rfbTs763bwRP3gezQlkckC7V25GTpe0RKoNf7/dnlOcIuv738vvP10nRfWIrFgTqBCZG56JFBcX0EDm1PozGTR0ZXVysPG1REY2JLy2Hemyb86gnqt9hrQgPaONDoz4X1/q7mjYQN7L32sJg/bRE+gLoVXYfaXKFQS3uIZXbUkYvmKVfklDR2dlK+ohm0qlYDrushY/oEX1fP2t34U/6zrItsP+b/0Sm9aP1iSE5MLv5ro8eHBY8Mj23HZDGQ3roczbASSx59cNnHDF2dodezxz7re//GKnkBDKoEM+UcP/v0eFf901oVrefw3Nfb8L0fWgLBjMYG6E17JGl5/dvf0aZPyyx2K1/xySYN4zFXdgEsaqkYXSsP+vEtD8QtphQ8c5hIGlbfwkAh1aIS6MgePQ8echaFw7isJlzQYxVsxOZc0VERkNIBLGozirYvkdSe8lXZpKJ7BVTO8rW+8nd/FofhzCm903xMKb3SsS/VUC8I7ev/es5/nnRvuf4Up9RJa+2U/QXbfEKeOSxSAwmt3/FN47fKn8NrlH4fe6054VdHK7cNbLLT+LO+9D6/26l28by+FN7qvAYU3OtY2hXfNugS27yi9/rYvAo+uCv+FtMK+GpbfgMTm3LoJf4ZXzer6l+nZXdUPhdfu+Kfw2uVP4bXLPw6916Xwhlk4Cm+YNMvnovBGx9qm8N50cxIbX5MJr3+/OssX1I4Libe3loRcKLx+QDU7LehUkMKrQ0+/LYVXn6FOBgqvDj22VQQovJrjgMKrCVDQnMIrgGUgNKolDb7wThifhTr+V3KdMEkWX5i7YcUtaFh5e9nuuk6flV+6kDlkvOTWtGMpvNoItRJQeLXwaTem8GojrPsEFF7NIUDh1QQoaE7hFcAyEGpSeFfen0Dr1tys7patQEe7gxlnZzFmjNktoApnbhNvt8LZthXu0OHIDhtZkmDX9AuMr9Xtq3QUXgODWpCSwiuAZSCUwmsAap2lpPBqFpzCqwlQ0JzCK4BlINSk8JZaxmBKeJ3d7yHxt/UeoVJLFao5Bc0A7l4pKbxRUO67DwqvXf4UXrv849A7hVezihReTYCC5hReASwDoVEI75TJWYwakbv5kSNdNDdXv0ShLwTJF9ehaXFuOzH/KlyqkB02Am4fM7wGsAZOSeENjMpIIIXXCNbASSm8gVExsA8CFF7NoUHh1QQoaE7hFcAyEBq28EY5q1uIo/nqmd6OC9mWAXD3Pcj7yOZShaClovAGJWUmjsJrhmvQrBTeoKQY1xcBCq/m2KDwagIUNKfwCmAZCK1F4S08JMJHEuVhEWGWgcIbJk15LgqvnFmYLSi8YdKsz1wUXs26U3g1AQqaU3gFsAyEVhLe9nYHraV39Sp5N/6LaqbW6qpOSx0S4d9MFIdFhFkGCm+YNOW5KLxyZmG2oPCGSbM+c1F4NetO4dUEKGhO4RXAMhBaSXg3bEhg2a0Jcc8mhDe1+kEk//hgyUMi/BuM4rAIMYwyDSi8YdKU56LwypmF2YLCGybN+sxF4dWsO4VXE6CgOYVXAMtAaFDhbWpyMfL9F8+C3MbUKepFtXBfTlO7LzQ8ene++6gPiQjy3NIYCq+UWLjxFN5weUqzUXilxBhfTIDCqzkmKLyaAAXNKbwCWAZCKwmvOhL47nsSGL2/i/POzRi4g+ApmxbNRfKlp5CeeCIyH5+MqA+JCH6nwSMpvMFZmYik8JqgGjwnhTc4K0aWJkDh1RwZFF5NgILmFF4BLAOhlYT3kVUOVj2WtCq8/gtpic0vw2nbBbXdWNcJpxmgEX1KCm/0zAt7pPDa5U/htcs/Dr1TeDWrSOHVBChoTuEVwDIQGlR41ZHAp51q9oS0wscrPEjCF17/847Z18didlc9D4XXwKAWpKTwCmAZCKXwGoBaZykpvJoFp/BqAhQ0p/AKYBkI7Ut41VKGNWsdbN8BbN/uYNLxGZwwKdw1ueUep9RBEkp01ZXddyzcAXsaoBF9Sgpv9Mw5w2uXeWHvFN7+U4tavRMKr2blKLyaAAXNKbwCWAZC+xJefymD32XUwqt2ZGi85boeB0nU2g4MQcpF4Q1CyVwMZ3jNsQ2SmcIbhBJjyhGg8GqODwqvJkBBcwqvAJaB0ErCq5YyfHQ8MGiIiyGDopvhbVhxCxpW3o7MweMQR9H1S0nhNTCoBSkpvAJYBkIpvAag1llKCq9mwSm8mgAFzSm8AlgGQn3hffb5bMn9dqOe2VWPWLicQe3I0HnOJQaevH+kpPDarQOF1y5/Cq9d/nHoncKrWUUKryZAQXMKrwCWgdD+JLxqGYOzbSucbVuQevwh72m7pp6FrmnnGHjy/pGSwmu3DhReu/wpvHb5x6F3Cq9mFSm8mgAFzSm8AlgGQn3hfXJtFncut7vfrr/Prv+YcV/OoJ6TwmtgUAtSUngFsAyEUngNQK2zlBRezYJTeDUBCppTeAWwDIT6wvvr+zOR77dbaicG9YhqGYM7dATcD45CeuJJBp66/6Sk8NqtBYXXLn8Kr13+ceidwqtZRQqvJkBBcwqvAJaB0GLhPezQLL78JfP77arlC4kX1+aXLhQ+Wpz22a1UMgpvJUJmP6fwmuVbKTuFtxIhfl6JAIW3EqEKn1N4NQEKmlN4BbBCDH30saSXrbkhgYwLvPhSFhs2RrffbuHyhXpYutBX6Si8IQ7qKlJReKuAFmITCm+IMOs0FYVXs/AUXk2AguYUXgGsEEOvuCpVMlsUuzIU78KQPXRC7JcuUHhDHLwhpqLwhgizilQUxfRl+QAAIABJREFU3iqgsUkPAhRezQFB4dUEKGhO4RXACjHUF97JnwWyWRdd6dwyhgPHOBgzxsyShoZ7b/P6KNyFoZ6WL5QqH2d4QxzUVaSi8FYBLcQmFN4QYdZpKgqvZuEpvJoABc0pvAJYIYT6Rwar5Qvq+uH3HXRlXOxuT4eQvXyKAbNO7BFQz0sZfBAUXuPDrmwHFF67/Cm8dvnHoXcKr2YVKbyaAAXNKbwCWCGEFh8ZHJXw+ienqUdQe+uqqx52YahUMgpvJUJmP6fwmuVbKTuFtxIhfl6JAIW3EqEKn1N4NQEKmlN4BbBCCPWF1z8yePyHksZneNWa3dSvb0PypXXeE+xekjtUghf34bU9Bii8ditA4bXLPw69U3g1q0jh1QQoaE7hFcAKEHrTzUlsfC23XKHc5b+c5m9LZnJJQ/HsbpxPTqvEvfhzzvBKiYUbT+ENl6c0G4VXSozxxQQovJpjgsKrCVDQnMIrgBUgtD8Jb/HBEmrNbvpzZyNzyPgAT1IfIRReu3Wm8NrlT+G1yz8OvVN4NatI4dUEKGhO4RXAKhPa3u6gdSuw8v4EWrc6mHF2NtBuCyZmeNWhEs62rT12Y1C3rtbucna3ZxEpvOGM/2qzUHirJRdOOwpvOBzrOQuFV7P6FF5NgILmFF4BrDKhGzYksOzWRD7CpvAWHiqhboi7MfRdOApvOOO/2iwU3mrJhdOOwhsOx3rOEpnwvrNjJ2Z9czGmT5uE06YeHxvmFN7oSknhDYe1L7xNTS5GjgCmTsli1Ai3YnLdGd6G5TcgsfmVHv0kNr8Mp20X0hNPhDt0BHdjKFMFCm/FIWo0gMJrFG/F5BTeiogYUIFAZMKr7uOJtc/j3Auvzd/SeWdOxZyZ02u6SBTe6MpH4a2etdpTd/uO3Atq77zjYu26BEbv7+K8czOBk+oIr9p1oZTw+p3X+6ESQYpA4Q1CyVwMhdcc2yCZKbxBKDGmHIFIhbfwRvwZ36efy8341Kr8Unij+4JReKtnXeoFtSiFt/Agia7TZyG779geD6P+7A7Ys/oHrIOWFF67Rabw2uVP4bXLPw69WxPe9Rtfx8xLFmLL1m29ONaS/FJ4o/saUHirZ+0Lr9pTd/Cg3PKFIUMcHDk++NHA1c7wqpndhkfv9vpUa3S7pl/QS3irf7L6aUnhtVtrCq9d/hReu/zj0HukwnvXysfwrQXL8txKia2a+Z3/ozsw7+tfwZBBA/s9YwpvdCWi8FbHWu3GsOYpBx3twXdkKNWTRHj9gyNUnsKlDDxIoroaer+g7NmI9q4M2jqCL0Opvje2LCZA4bU7Jii8dvnHoffIhJcvrcVhuNh9BgpvdfwLlzME3ZFBV3gLlzD4udRShq4TTqvuIdiKwmt5DFB47RaAwmuXfxx6j0x44wCr1DNwhje6ylJ4q2PtC++UyVkcOd5Fc3PlHRmqFV61r27yjw/mjwZWSxjywsulDNUV8P1WnOHVwqfdmMKrjVArAYVXCx8bA4hMeNUM77xrbsTFF5yBsaP37gFf7d7wixWr8J2LZ6ClubGmCkPhja5cFN7yrK+4KlU2QGd2VyUOsqSh8Ghg1YZLGML7flB4w2NZTSYKbzXUwmtD4Q2PZb1m6hfCq15gu+6Gn2H+pedHsm63cHu0jxx+IJZcO7tsv23tnbjyumW49+HV3jj57iUz8nsJU3ij++pQeGtHeNW+upmPT+bRwCF+PSi8IcKsIhWFtwpoITah8IYIs05T9QvhVS+zrX7y2UhmeJVcXzb/Rlw973xvprlS377sTjzqiJIHZlB4o/vmUHj7Zq2OC75mQdILuOqKtJGilJvh9V9MS7zd6h0VzKOBwy8BhTd8ppKMFF4JrfBjKbzhM623jMaFt9z2Yz7sUSOGYemCub2WOpgohhLcDZta8wdeFAtwcZ/F8cWfU3hNVKl0Tgpv36wLjwuOWnidba1o+smVPU5Ro/CG/72g8IbPVJKRwiuhFX4shTd8pvWW0bjw+kDLreGNEvqipcu97vwT3vzdI+bOnI6jJxzW61ZU/E13rsz/fbGcU3ijqx6Ft7LwquOCL/s3M9tW9TXDW7hu1z9UIjtsBNxhI6MbHHXQE4XXbpEpvHb5U3jt8o9D75EJb3+BpQR2zH4j88sTygmvv5zh9GmT8jKsZnyXr1iVX/e7s83Mfz7uL7z60300NySQdYHOdPDDEvrT/Zu6lwceBrZtc/HEX4CxBwBfm5k7QjjsS/HPuEBXEf/sDy6Fu+aPwLDhSF54DbD/QWF3zXwAWhqTSGey6FJF4BU5AcW/K5NFmvwjZ686HNCURGdXFmn1j4DFa2BL+ZeDLd4au65AoC6FVzEJMsNbSniLBXnn7i4OsogINDUmkc26vYQrou77bTez53Xf2tgxSnjN3Gop/u4La5G94z+A19bDOfVsJL7wT2Y6Z1Y0K+HNukjzFz4ro6GlKYmutOv90sEregItTSl0pjPIWP6FY+CAhugfnj2GQqDuhFe6hrfUjHDh9mpc0hDKOAyUhEsaSmPytyObdHxGfFxwIPDvB5Va0lB4wETHzG8jM+ETkpSMFRDgkgYBLAOhXNJgAKogJZc0CGAxtCQB48Lrz4j+05dOxk9/fj+efu6VkjcSZHuwMGpYaZeG4iULaguzefNvzL9UV7yrA4U3jKoEy0Hh7ea0ZauD++5PeH+xYWNuCYOpl9X8XouFVx0y0XjLdd7H6oCJLh4sEWwgVxlF4a0SXEjNKLwhgawyDYW3SnBslidgXHj7I+ty+/AWC6+6f/V331qwzHuUYjGn8EZXYQpvN+vCXRn8v41aeNVWZA2P3u11zwMmzH8PKLzmGZfrgcJrlz+F1y7/OPRel8IbZuEovGHSLJ+LwttbeEcMd3HKybmXOMaMMbu2sHiGt2nRXCRfegrqkInOcy6JbiDUaU8UXruFp/Da5U/htcs/Dr1TeDWrSOHVBChoTuHthuWv2x29v4vzzjWzDVlxaXzhbfvbZqRWP4TU4w/kDpk4fRa6TjhNUEmGVkOAwlsNtfDaUHjDY1lNJgpvNdTYppCAUeH11+/2tW638EaiWsMbdvkpvGET7Tsfhbd/CG/HU0+iafFF+ZvpmH09jxCO4GtA4Y0AcpkuKLx2+VN47fKPQ+9GhTcOgCo9A4W3EqHwPqfw5lhGcYxwqar5M7z4p097H7tDhyM98SSkj5vMQybCG+Z9ZqLwRgCZwmsXcpneKbz9tjQ1c2MUXs1SUXg1AQqaU3hzsKI4Rrik8O7ehq7f3Q/86mbvY7UzQ8echYIKMlSHAIVXh55+W87w6jPUyUDh1aHHtoqAceHtb9uShV12Cm/YRPvOR+HtKbwmjxEuVYW9XnsG6fmz8x9xZ4boxr7qicIbLe/i3ii8dvlTeO3yj0PvxoU3DpDKPQOFN7oKU3hzrNesS+DuexKI6oU1fzcGv9L+UoauaedEV3z2ROG1PAYovHYLQOG1yz8OvVN4NatI4dUEKGhO4c3BemSVg1WPJSMRXmdbK5oXX+TtxuBfXMogGLQhhnKGN0SYVaSi8FYBLcQmFN4QYdZpqsiFt/AQB8V81Ihh+VPMarEGFN7oqkbh7Sm8E8ZncdqpZvfeTb64Lr8jQ2reYqQPmYDd7enois6e8gQovHYHA4XXLn8Kr13+ceg9UuEtdYqZOup35iULMX/e+Th6wmE1x5TCG13J6lV4l92S7AF5+w5g+3YHk47P4IRJuUMnwr4GzDqxR0q1jKHxsh+ha+gICm/YsAPmo/AGBGUojMJrCGzAtBTegKAY1ieByITXf3lt7szpvcRWHfX7ixWr8J2LZ6ClubGmykXhja5c9Sq8/iETxaRNCW/hrK7fp1rG0PytH6Er41J4oxvyPXqi8FoC/363FF67/Cm8dvnHofdIhXfeNTfi4gvOwNjRe/dgp2Z5r7vhZ5h/6fkYMmhgTXGl8EZXrnoX3hln91y+MGiIiyGDwp/hbVhxCxpW3u4VtnAnhuKjhaOrPHtSBCi8dscBhdcufwqvXf5x6D0y4W1r78SV1y3D6dMm9ZrhpfDGYSiZf4Z6FN6o9twtXsKgqln8chqF1/wYL9cDhdcufwqvXf4UXrv849B7ZMKrYPW1dEGt7d2wqRVzZk6vOaac4Y2uZBTe8F4WU8sWEi89lS9ew69v7VXIrqlnoXDrMQpvdGO9VE8UXrv8Kbx2+VN47fKPQ+9Ghddft/v0c69UZPWRww/Ekmtnc0lDRVL1G1DPwhv2nruFyxYKR1S5wyQovHa/exReu/wpvHb5U3jt8o9D70aFNw6AKj0DZ3grEQrvcwpvJjSY/mESatlC9uBx+bzlDpOg8IaGv6pEFN6qsIXWiMIbGsqqElF4q8LGRgUEKLyaw4HCqwlQ0JzCqye86hCJ1OqHPOKpxx/wDpMoXrZQrhwUXsFgNRBK4TUAVZCSwiuAZSCUwmsAap2ljFR4/T13t2zd1gszlzTU2cir4nHrUXjDPFWt1HZjHbOvR+aQ8YGqQeENhMlYEIXXGNpAiSm8gTAZC6LwGkNbN4kjE15/l4aJRx2B8R86CHfc9RtcPOsMb9/dRUuX41PHjuPBE3Uz7Kp70HoU3ptuTmLja04oxwg3Xz0Tic2vQB0ikZ54kleE9HGT4Q4bGaggFN5AmIwFUXiNoQ2UmMIbCJOxIAqvMbR1kzgy4VUvsPn78Cq6hfvu8uCJuhlvWg9az8Kre8iEWs7Qcvk/evyLtxsLWhQKb1BSZuIovGa4Bs1K4Q1KykwchdcM13rKakV4hw4eiPk/ugPzvv4Vb1cG7sNbT0Ou+metN+Fdsy6BlQ846Gh3oA6dGDOm58ETEpKFuzK0X/YTZPcdK2nuxVJ4xchCbUDhDRWnOBmFV4ws1AYU3lBx1mWyyIS3cEnDaVOP95YxjNlvJNT/Vvvwrn7yWR4tXJdDMPhD15vw+ut3FaGwhFctZ2i7+o7g0AsiKbxVYQutEYU3NJRVJaLwVoUttEYU3tBQ1m2iyIS3mHDhHr2jRgzD0gVzex05XAtV4S4N0VWpXoV3wvgspk520dxc/THC/gyvZFeG4spSeKMb66V6ovDa5U/htcufwmuXfxx6tya8cYCnnoHCG10l6014r7gq5cHVXb+rclB4oxunpnqi8JoiGywvhTcYJ1NRFF5TZOsnL4VXs9YUXk2AguYUXgGsotCWy88S77vLGd7qeZtoSeE1QTV4TgpvcFYmIim8JqjWV87IhVet1/3WgmV5yrW8nIEzvNF+WepJeN/Z4WDxD5Me4KuuSFcNOvnSOq9t06KLvP/PJQ1Vo7TekMJrtwQUXrv8Kbx2+ceh90iFV8nu8hWrsOTa2d7uDOryD6OYP+987sMbhxFl8BnqSXgLX1jTEd4Bs07sUZG2790WeN9dzvAaHMxVpKbwVgEtxCYU3hBhVpGKwlsFNDbpQSAy4fVfUps7c3ovseU+vByVQQjUo/AOHuRizjeqO1JYzer6M7xq7111dcxZGAR1yRi+tFY1ulAaUnhDwVh1Egpv1ehCaUjhDQVjXSeJVHj9gyfGjt67B3Tuw1vXYzDww9eD8Kq9d7fvcPDqq8CGjY7WC2uFs7u7lzwUmHNfgRRebYRaCSi8Wvi0G1N4tRFqJaDwauFjYwCRCa+/D+/p0yb1muGl8HIsBiFQD8LrHyXs89DZocEX3o7Z1yNzyPggiMvGUHi1EWoloPBq4dNuTOHVRqiVgMKrhY+NoxReRbuvpQtqbe+GTa2YM3N6zRWFuzREV7J6El61965aznDgGKeqE9YSm9ej+eqvesUJY3ZX5aHwRjfWS/VE4bXLn8Jrlz+F1y7/OPRudIa38HCJSrA+cviBPV5mqxTfXz6n8EZXiTgL78r7E2jd6mDLVoRzlPCjd6Fh+RIKb3TD03hPFF7jiMt2QOG1y5/Ca5d/HHo3KrxxAFTpGSi8lQiF93mchbd4KYPuUcL+cobsPgei/fKloRSBM7yhYKw6CYW3anShNKTwhoKx6iQU3qrRseH7BCi8mkOBwqsJUNC8HoR3yuQsRo0ARo7UO0rYF96uT38BXdMvEFDuO5TCGwrGqpNQeKtGF0pDCm8oGKtOQuGtGh0b2hJetY733Auv7VGAm3/wzZrcg1c9BIU3uu9SnIS3cJ/dQoK6M7sql7OtFS2X/6OXNqz1uyoXhTe6sV6qJwqvXf4UXrv8Kbx2+ceh90hneJXsLly6vOTBExeccypOm3p8zTGl8EZXMgpvMNYNK25Bw8rbKbzBcNVMFIXXbqkovHb5U3jt8o9D75EJb7ltyXjwRByGkvlnqHXhVccF79ie4/SXtQ7Wrkto7bNbTFzN7KZWP4TEC+u8AyfcocPRdvUdoRWGM7yhoawqEYW3KmyhNaLwhoayqkQU3qqwsVEBgciEV+3YwIMnOPZ0CNS68JZaxqCzz24xy+SL69C0+KL8X3dNPQtd087RQd6jLYU3NJRVJaLwVoUttEYU3tBQVpWIwlsVNjayIbyc4eW40yUQF+FV++sOGpSj8dEjXRw5PquLBoXLGNTMbnriScgeOiGUAyf8m6PwapdJKwGFVwufdmMKrzZCrQQUXi18bBz1wRPqgInlK1ZZX8Nb+OKcZP9fv13hS3Zcwxvd96hWhTfM44JL0W6497b8Mgb1eebgceiYszD0wlB4Q0cqSkjhFeEKPZjCGzpSUUIKrwgXg0sQiGxJg9+37V0a1DHGl82/EVfPOx9jR+8NJeGrn3wW37l4BlqaG/scJIX3TeG1812qVeEN87jgUuT9LcjUZ2EvYyjsj8JrZ9z7vVJ47fKn8NrlT+G1yz8OvUcuvLahFR9jXCzApe5PxVx3w89wyb+ciUvn34i5M6fnt1HjDG90Fa114dU9Lrjk7G7BjgxKdsNexkDhjW58V+qJwluJkNnPKbxm+VbKTuGtRIifVyIQmfCWe2mt0k2G+fmipcu9dHNmTvf+v3/8caHEFvZXKMRDBw/ErG8upvCGWRBBrloUXnVk8JqnnFCOC1ao1ItpiZeeylPzd2RQfxHmnrulysIZXsFgNRBK4TUAVZCSwiuAZSCUwmsAap2lrEvhHbPfyPyev+WEt1jSS8W2d2bqbMjYe9yGZAIuXKQzrr2bEPb8gxuyePnVXKNvfDWBg8cKExSFp3+5DOm7b+mVJPWFc5D64gy95BVaK/5ZuMjUEH+jQCJO3pBKIJt1kcnWzviPGJHR7sjfKN6KyRtTCaSzrvcdsHk1NyZtds++NQhEJrzqHtXs6qeOHWf1VDXJDK+a3Z15yUJs2bqtF2J/He/bOzs18LOphMCA5iSyGaC9q3Z+yVjyX8CrGxxMmwp87KMuWpolT9wd67ywFs6COfm/cA8dBxwyoTvg8AlwDy34c3XdlG2l+GcyQEcN8TeAwVrKPZtT6Mxk0dmlv6uHtYeo4Y4HtqTQ3pVFV5r8bZRx4IAGtHek0WX5F24108+rNglEKrxKIO+46ze4eNYZZV8QM4mymjW8/v2UmuHlGl6T1eqZu5aWNBS/qKZ7ZHDjrQuQevyhPBCTL6f1VVEuaYhurJfqiUsa7PLnkga7/LmkwS7/OPQemfD6svj0c6+U5CbZHkwHfKVdGkptnUbh1SEeXtt6Fl5/JwZTW44FqRKFNwglczEUXnNsg2Sm8AahZC6GwmuObb1kjkx4+xPQcvvwUnj7U6Vqb4Z3y1b1ghqgXlZr3epAd2ZXEWhaNBfJ919U6zznYu9QCRsXhdcG9e4+Kbx2+VN47fKn8NrlH4feIxdeJZTfWrAsz27UiGFYumCutyduLV5c0hBd1WphhjfMpQz+jgypxx+As22rB9r0TgzlqknhjW6sl+qJwmuXP4XXLn8Kr13+ceg9UuEtd9La/HnnW32ZrdpiUnirJSdvV0vCO2K4i+ZmYOqULEaNqO6t4sLjghWtjtnXh3pUsLQCFF4psXDjKbzh8pRmo/BKiYUbT+ENl2c9ZotMeMtt/6WWGPxixaqKp531xwJReKOrSn8W3nd2OFi7LoE1a4Ht28NdyqDW7WYPHof0cZPhDhsZHfCinii81tB7HVN47fKn8NrlT+G1yz8OvUcqvPOuuREXX3BGr+UL/klm8y89H0MGDawprhTe6MrVn4V3w4YElt2ayMPQWbvbcO9tXh5/KYONHRlKVZXCG91YL9UThdcufwqvXf4UXrv849B7ZMLb1t6JK69bhtOnTeq1dIHCG4ehZP4ZakF4Bw9yoY4QPvJIYMig6pYy+Dsy+ERtL2Xw74PCa36Ml+uBwmuXP4XXLn8Kr13+ceg9MuFVsPpaulC8N24tgeUMb3TVsi28ageG++7vnsUtfPL2dni7Moze38V551Z/MEbhul01s6su20sZKLzRjXEKb/9gXeouKLx2a0Phtcs/Dr1HJryV9uEthBnVnrxhFJDCGwbFYDlsC2/xsoVSd60tvMtvQMOjd3upbe7IUOrZOMMbbJyaiuIMrymywfJSeINxMhVF4TVFtn7yRia8cUVK4Y2usv1FeNUODKecXHq5QlOLW/WuDIqkv+duf1m3W1hdCm90Y71UTxReu/wpvHb5U3jt8o9D7xRezSpSeDUBCpr3F+HVncUt98gtc/4eTtsudJ0+C10nnCagYz6UwmuecbkeKLx2+VN47fKn8NrlH4feKbyaVaTwagIUNI+z8Dq730Pib+vRtOgij0h/eVGNM7yCAWo4lMJrGHCF9BReu/wpvHb5x6F3Cq9mFSm8mgAFzW0L73PPJ3Dn8oT2i2mlHlmdqta0OCe76mpbeDfcAXsK6JgP5Qyvecac4bXLuFzvFF67taHw2uUfh94pvJpVpPBqAhQ0ty28j6xysOqxZOjCm1r9IFIP/xKJza8g2zIA7r4HoWPOQgGZaEIpvNFw7qsXzvDa5U/htcufwmuXfxx6p/BqVpHCqwlQ0Ly/CO9hh2bx5S9lBXdePrRwKzJ1qlp/lF31BBTe0EpeVSIKb1XYQmtE4Q0NZVWJKLxVYWOjAgIUXs3hQOHVBChoblN413jHBjvYsNHBpOMzOGFSdYdKlHpcX3jTE09E+jNfRHbfsQIq0YVSeKNjXaonCq9d/hReu/wpvHb5x6F3Cq9mFSm8mgAFzW0K7003J7HxNce72zCFV72klni7Fc62reiPW5EVlofCKxisBkIpvAagClJSeAWwDIRSeA1ArbOUFF7NglN4NQEKmvcH4VXHBn90PDBmjP6SBmdbK1ou/8c8AQqvYDDUYSiF127RKbx2+VN47fKPQ+8UXs0qUng1AQqa2xLelfcnsOYpBx3tDmacnQ1FdtVjF67dVduQZYeNgDtspIBItKGc4Y2Wd3FvFF67/Cm8dvlTeO3yj0PvFF7NKlJ4NQEKmtsS3sLlDGEKb8vlZ3lLGdyhw9F29R0CEnZCKbx2uPu9Unjt8qfw2uVP4bXLPw69U3g1q0jh1QQoaG5beKdMzuLI8S6am/VfWCtcztDflzL4JaLwCgargVAKrwGogpQUXgEsA6EUXgNQ6ywlhVez4BReTYCC5lEL74YNCSy7NZG/wzBndwuXM7R977Z+vZSBwisYpAZDKbwG4QZITeENAMlgCIXXINw6SU3h1Sw0hVcToKB5rQtvw/IbvMMl1OXvzFAryxnUPXOGVzBYDYRSeA1AFaSk8ApgGQil8BqAWmcpKbyaBafwagIUNLclvKP3d3HeuRnBnZYObb56Zl54/YhaWc5A4dUuv3YCCq82Qq0EFF4tfNqNKbzaCOs+AYVXcwhQeDUBCprXuvAOmHWi97Rdp8/KHy7R33dmKCwPZ3gFg9VAKIXXAFRBSgqvAJaBUAqvAah1lpLCq1lwCq8mQEHzWhRe9XJaavVD3lM2/PpW7/+3X/aTfnuaWrlyUHgFg9VAKIXXAFRBSgqvAJaBUAqvAah1lpLCq1lwCq8mQEHzKIX3nR0OHl3lYO26BHSWNCRfXIemxRf1eMrdS3ICXGsXhdduxSi8dvlTeO3yp/Da5R+H3im8mlWk8GoCFDSPUngLd2ioRnj95Qv+46mX09ITT/L+2DXtHMFT959QCq/dWlB47fKn8NrlT+G1yz8OvVN4NatI4dUEKGhuQ3gHD3Lx6Ukujhxf+SjhUssX/MfLHDwOHXMWCp62/4VSeO3WhMJrlz+F1y5/Cq9d/nHoncKrWUUKryZAQfOohHfNugQeX+2gdasjWs4Qp+ULpcpC4RUMVgOhFF4DUAUpKbwCWAZCKbwGoNZZSgqvZsEpvJoABc2jEt5HVjlY9VjSu7OgyxkKlzDEYfkChVcwMCMKpfBGBLqPbii8dvlTeO3yj0PvFF7NKlJ4NQEKmkctvBPGZ/HxiS5GjSh/lHBq9YNovOW6/JPEYfkChVcwMCMKpfBGBJrCaxd0H71TePtlWWrqpii8muWi8GoCFDSPSnhvujmJja85mHR8BidMKi+76vabFs1F8qWnvCep1R0YgpSBSxqCUDIXQ+E1xzZIZs7wBqFkLobCa45tvWSm8GpWmsKrCVDQvD8Kb+G63fTEE9F5ziWCJ6qtUAqv3XpReO3yp/Da5U/htcs/Dr1TeDWrSOHVBChoblJ429vVS2q5m1l5f8J7YW3G2VmMGdP37gxKdpOrH0Dq8dy+uh2zr0fmkPGCJ6qtUAqv3XpReO3yp/Da5U/htcs/Dr1TeDWrSOHVBChoblJ4C/fd9W+pkvA2rLgFDStv98Ljum63sDwUXsFgNRBK4TUAVZCSwiuAZSCUwmsAap2lpPBqFpzCqwlQ0DwK4W1qcjFyRO6mpk7Jln1hzRdeJbuZ4ybnD5YQPFJNhVJ47ZaLwmuXP4XXLn8Kr13+ceidwqtZRQqvJkBBc5PC629FVmkbssLDJRIvrEPypXXomnpWzZ6eJsAPCq+EVvixFN7wmUoyUngltMKPpfCGz7TeMlJ4NStO4dUEKGhuUnj9nRkqCW+pwyUovIIiMrRqAhTeqtGF0pDCGwrGqpNQeKsPIcSmAAAbhElEQVRGx4bvE6Dwag4FCq8mQEHzKIS33FZkhbJbeLhE9tAJsX5ZzS8RZ3gFg9VAKIXXAFRBSgqvAJaBUAqvAah1lpLCq1lwCq8mQEFzE8K7ZauD++5PYMtWoKO9/M4M9faSWnFpKLyCwWoglMJrAKogJYVXAMtAKIXXANQ6S1mXwvvE2udx7oXXeqX+yOEHYsm1szFk0MCSpS+MVQGnfGYivnPxDLQ0N3rxFN7ovjEmhLd4d4ZyOzP4B0zUw44MpapK4Y1urJfqicJrlz+F1y5/Cq9d/nHove6Ed/3G13HZ/Btx9bzzMXb03rhr5WNY/eSzPSS2sLDq8/32Ho6jJxyGtvZOXHndMowcPhRzZk6n8Eb8DTApvCOGuzjlZBcjR7pobu59ulrh7G69rNnlDG/EA7xCdxReu/Wg8NrlT+G1yz8Ovded8CqB3bCpNS+sxQJcqajFgswZ3krEwvs8LOG94qpUr5sq97Ka2okh+Xj9HDDRV8U4wxveWK4mE4W3GmrhtaHwhseymkwU3mqosU0hgboT3kVLl3vP78/QvrNjJ2Z9czHmzpzuzeJWuorbU3grEQvvc1vCO2DWifmHqNfZXQWAwhveWK4mE4W3GmrhtaHwhseymkwU3mqosU3dC++Y/UbitKnHexwkwqvW8y5curzHml+393/95ggzRcABIOT92t9ctLX1vKHr/yPt/cWNP2ioeKe7vvOvSD+7xotLHTEBjZOmouHvplZsF8uAKvjHkoOlh3IcgD9vLMEHQP722Kue+wt/dR+8apMAZ3gDzvAq2Z03/0YsXTDXW/vrX1veLrKp2hwHNXHXgwY0IJ11sas9J6xBrpt+msSG10r/hPrulb3zOLvfg/O39fnUTQsvyv/vtp88FKTL2MYo/l1ZF7sF/GMLw8KDDd6jER3pDNo6MhZ6Z5dqhr2tM4P2TvK3MRqGDmzCrvYudHRlbXSf73PU0Bar/bPz6gnUnfBWs4a3L9lV2LmkofrBJ21ZzZIG/0AJ9VJac3PPHs87t/c/XKUOllCtOmZfXxd77ZarCZc0SEdsuPFc0hAuT2k2LmmQEgs3nksawuVZj9nqTngr7dKghHj5ilX5ZQulljEUDhQKb3Rfm2qEd9GPkti+vfz+uoVP0PDIXWj4xRJkWwbA3feg/EcdcxZG96D9tCcKr93CUHjt8qfw2uVP4bXLPw69153wqqKV24e3WHjVS2o33bmyR61HjRiWX9pA4Y3ua1CN8Po7MpTbX7fwCRpvXYDU4w+hXvfa5QxvdONZ2hOFV0os3HgKb7g8pdkovFJijC8mUJfCG+YwoPCGSbN8Lh3hnf2NDIYMqvzGm78jQ9env4Cu6RdE93A10BNneO0WicJrlz+F1y5/Cq9d/nHoncKrWUUKryZAQXOJ8K68P4HWrQ42bMy9sHbVFZVfdGtYfgMaHr3bi+8852KkJ54kuLv4h1J47daYwmuXP4XXLn8Kr13+ceidwqtZRQqvJkBBc4nw+i+r+ekrCa+zrRVNP7kSic2veE12L6nvHRlKlYXCKxisBkIpvAagClJSeAWwDIRSeA1ArbOUFF7NglN4NQEKmlcjvFMmZzFqBDBmTPmtbHocHXz6LHSdcJrgzuojlMJrt84UXrv8Kbx2+VN47fKPQ+8UXs0qUng1AQqa9yW8xbO5hSnLvayW2LweDcuXeOGJt1vhbNsKd+hwdMy6Ctl9xwrurD5CKbx260zhtcufwmuXP4XXLv849E7h1awihVcToKB5mMKrljCknvpjXnj926jno4MrlYLCW4mQ2c8pvGb5VspO4a1EyOznFF6zfOshO4VXs8oUXk2AguZ9Ce8NS5PeC2pBtx5TXRYuYcjuc2B+R4bssBFwh40U3FX9hFJ47daawmuXP4XXLn8Kr13+ceidwqtZRQqvJkBB876EV7rXruqyackVSD71uLeEIT3+E9yCLEAdKLwBIBkMofAahBsgNYU3ACSDIRReg3DrJDWFV7PQFF5NgILmlYR31swMRo3oe69dtWbXaXvP61FtQaZ2ZOAShuAFoPAGZ2UiksJrgmrwnBTe4KxMRFJ4TVCtr5wUXs16U3g1AQqalxLeDRsSWHZrwstSaeuxpkVzkXzpqR49dsz8NjITPiG4i/oNpfDarT2F1y5/Cq9d/hReu/zj0DuFV7OKFF5NgILmpYT3kVUOVj2WrCi8yRfXofHW67ydGNSaXXfAnl4bdZoad2QIVgQKbzBOpqIovKbIBstL4Q3GyVQUhdcU2frJS+HVrDWFVxOgoHk54R29v4vzzs30ma3wJbWO2dcjc8h4Qc8MVQQovHbHAYXXLn8Kr13+FF67/OPQO4VXs4oUXk2AguaFwrvsltys7vYdwPbtDiYdn8EJk/pev+svZ8gcPM47Npg7MQjAvx9K4ZUzC7MFhTdMmvJcFF45szBbUHjDpFmfuSi8mnWn8GoCFDQvFF5/Zwa/ebHwevvsru4+Hjj1+APecga+pCYAXhRK4a2eXRgtKbxhUKw+B4W3enZhtKTwhkGxvnNQeDXrT+HVBChoXkp41d676ho0xMWQQd0zvGrNbtPii3pl53IGAXAKb/WwDLSk8BqAKkhJ4RXAMhBK4TUAtc5SUng1C07h1QQoaF5KeIt3ZigWXW+f3Ykn5XtJHzeZyxkEzAtDOcNbJbiQmlF4QwJZZRoKb5XgQmpG4Q0JZB2nofBqFp/CqwlQ0Lyc8KZWP+gtWXC2bUHq8e6lDGrNbsechYJeGNoXAQqv3bFB4bXLn8Jrlz+F1y7/OPRO4dWsIoVXE6CguS+8m7dmsPiHPbciK95jl6IrABswlMIbEJShMAqvIbAB01J4A4IyFEbhNQS2jtJSeDWLTeHVBCho7gvvX5/PeodNjO1ci1nbZvfIkJ54ItyhI+B+cFSPpQyCbhjaBwEKr92hQeG1y5/Ca5c/hdcu/zj0TuHVrCKFVxOgoHmh8D699EEc5q7B+B0P9sjAl9IEQIWhFF4hsJDDKbwhAxWmo/AKgYUcTuENGWgdpqPwahadwqsJUNB857sNuOseF7t2u/jCs7MxtnOd15rLFwQQNUIpvBrwQmhK4Q0BokYKCq8GvBCaUnhDgFjnKSi8mgOAwqsJUND8zdYG/Pt/5rYem7XtQk941RKG7KETuHxBwLHaUApvteTCaUfhDYdjtVkovNWSC6cdhTccjvWchcKrWX0KryZAQXNfeI8esAanvfV9NOzYCi5hEADUDKXwagLUbE7h1QSo2ZzCqwlQszmFVxMgm4PCqzkIKLyaAAXN//DHFB74DXC681Mc+/qtXksKrwCgZiiFVxOgZnMKryZAzeYUXk2Ams0pvJoA2ZzC+//bu//Yqso7juPfS6m0uMqvDZDpYLAtjvkDJS7sDwmOZT9qyDYSO0mYTAxpYFmmMBj1xwxzWgIDzVwgXSNqNNF1Gf8Q68ziRviLzOg6MUqcRXAOqBNEGevv3uU57Nycnp17+zz3nOee3ue8m5ho+5zvOc/r+9h+eu5zT+OuAQJvXEH940/teVoWHLkYdNWH2rs7sGYzf0hCnzDWSAJvLL7YBxN4YxPGKkDgjcUX+2ACb2zCzBfgDm/MJUDgjQlY4vDjJ3KFr0498qL3ByVmnu0qfG6wcbUMrlhj7wKoPEqAwJvugiDwputP4E3Xn8Cbrr8LZyfwxuwigTcmYInDf/bziYWv+m9SU594a+H35Yof3W7vxFSOFCDwprswCLzp+hN40/Un8Kbr78LZCbwxu0jgjQk4RuAN/3GJo5/6hgx95esy/1vX2jsxlQm843ANEHjTbQqBN11/Am+6/i6cncAbs4sEXjPADz/KSdffJmgd9OeDObnpwu/l2x//ujA+99NH5MK8q7WOZ1CyAtzhTdbTtBqB11Qs2fEE3mQ9TasReE3FGB8WIPDGXBMEXjPA48cneH8WWPfjl6du9oaqN6jV3f8rGRrOy4W+Id3DGZegAIE3QcwyShF4y0BL8BACb4KYZZQi8JaBxiGjBAi8MRcEgdcM0A+8U6fkZdF1I0UPvuxct3zp1T0y418X/5ra4M3flcl3/JjAa8ad6GgCb6KcxsUIvMZkiR5A4E2U07gYgdeYjANCAgTemEuCwKsPuO+pGunrEzndk5O5n8nLuq+9Jbnef0cWmPBet9R27C187T97/ygqcHGHV9876ZEE3qRFzeoReM28kh5N4E1a1KwegdfMi9H/L0DgjbkqCLz6gMGnLqjAu+HsXVLz99dKFhj59HwZbNogw1+4jsCrT21lJIHXCqt2UQKvNpWVgQReK6zaRQm82lQMLCJA4I25NAi8+oB+4G2Z85hM/qBb6t5/W3K9F0SF2vzkT0QWGrligRd41Qd3ePWtbYwk8NpQ1a9J4NW3sjGSwGtDVb8mgVffipHRAgTemCsj64H3TwdzcvBQjbZi/ch52VZ7l0x471jhGN0/D0zg1Wa2MpDAa4VVuyiBV5vKykACrxVW7aIEXm0qBnKH184aIPCaBd7gc3UHb10v6g6u+qfYHd5g1wi8dtawblUCr66UnXEEXjuuulUJvLpSdsYReO24Zqkqd3hjdtuVwHuqJyf9feYYr3ZdfK7usqXD8tVlea9AbceeUXdwg1Vzvee9r43UT5aBjbu9sKv7QeDVlbIzjsBrx1W3KoFXV8rOOAKvHVfdqgReXSnGFRMg8MZcG64E3sefrJET7+bK1lCBd/k1p2TC2Z6Sgdc/gXqubv/GXUbnI/AacSU+mMCbOKlRQQKvEVfigwm8iZMaFSTwGnExOEKAwBtzWbgWeGfNzEtdnTnKDdfn5cvvPiG1nc8UDva3LERVU1sYTO7uqhoEXvO+JHkEgTdJTfNaBF5zsySPIPAmqWlei8BrbsYRowUIvBorYn/nIbl/xz5v5C3Ll8i2zWulvu4S778rEXjVH2t4J8bdV40pyl+7RM6dy8na20dk3rzifxCiVK36+1ZL7kyP5KfPlJEZs72nK5iG2lL1Cbw6nbQ3hsBrz1anMoFXR8neGAKvPVudygReHSXGlBIg8I6xPl7uOiq72jpk7/a7ZdqUBtnd1uEdsbG5qWKB1/RJCHGWfDmBN3fmtLeVYdLun3inHmxcLYMr1sS5jMhjCbyJkxoVJPAacSU+mMCbOKlRQQKvEVfigwm8iZNmriCBd4yWq4A778rZsrJxqTcyHIArdYf32PGLbwiz/XH99SLTppidq/bAU6O2MvT+4mnJz5id+KUSeBMnNSpI4DXiSnwwgTdxUqOCBF4jrsQHE3gTJ81cQQJviZb39g3IAzv3yZLFCwuBt/vESbm3tV0ealknC+bOkf7B8l7+d2mlDR96QYYOdRamNOm+x6xMb2JNTvJ5keERs0Bu5WIyWBT/dJteW5OTkXxehvmWk0ojlP9wPi8j+KfjPzEnw8N5Sfvb/6TaCanMn5PGFyDwagTeW1cskxsXXeWNDAfe+C2gAgIIIIAAAggggIBNAQKvRuAtdYf3zMcDNvtD7YDApXU13t2tvoFhXFIQUP5DIyL9+KegL9JQP1EGhkZ4VSkVfZGGyRM9+wFe1UulA5ddWiu9/UMyOJTuK3wzLrv4hnU+qk+AwDtGz8bDHt7qW1Z2rpg9vHZcdauyh1dXys449vDacdWtyh5eXSk749jDa8c1S1UJvGN0ezw8pSFLC7LUXAm86a4EAm+6/gTedP0JvOn6E3jT9Xfh7ARejS6m/RxejUvMxBACb7ptJvCm60/gTdefwJuuP4E3XX8Xzk7gjdnFSjyWLOYlOnM4gTfdVhJ40/Un8KbrT+BN15/Am66/C2cn8MbsIoE3JqDB4QReAywLQwm8FlANShJ4DbAsDCXwWkA1KEngNcBiaKQAgTfmwiDwxgQ0OJzAa4BlYSiB1wKqQUkCrwGWhaEEXguoBiUJvAZYDCXw2lgDBF4bqtE1CbyVs446E4E3XX8Cb7r+BN50/Qm86fq7cHbu8MbsIoE3JqDB4QReAywLQwm8FlANShJ4DbAsDCXwWkA1KEngNcBiKHd4bawBAq8NVe7wVk5V/0wEXn0rGyMJvDZU9WsSePWtbIwk8NpQzVZN7vDG7DeBNyagweHc4TXAsjCUwGsB1aAkgdcAy8JQAq8FVIOSBF4DLIZyh5c1gAACCCCAAAIIIJA9Ae7wZq/nzBgBBBBAAAEEEMiUAIE3U+1msggggAACCCCAQPYECLzZ6zkzRgABBBBAAAEEMiVA4M1Uu6trst0nTsrOPc9J6z3rZNqUhsLF9/YNyAM798nzLx32PvfglrWysnFpdU1uHF/ty11H5Qd3bS9c4S3Ll8i2zWulvu4S73P4222eWvfNW3bJqZ4z3onC/h9+dF7Wb31Ejrx5zPv6k49ulRsXXWX3ojJa3f9/IWiMv93FEF7/6mzXfHG+7N1+t/dzAH+7/i5XJ/C63N0qnVvwG1rwG50/nd1tHd6/bmxuKnzz29TcxA/9hPq9v/OQXDlnpufph9vZM6d73uoD/4Sgi5QJ+oe9/X4sWbzQ+yVPhYN7W9vloZZ1smDuHLsXlrHqwV/8/MCLv/1FUGpN42/f3+UzEHhd7m6Vzy3qDq8Kwy0Pt8vmDbcVfsAHA1iVT3lcXr4KYIdfecO7y9vX349/hbsU9D/Z88GoVz3CAaDCl+bs6fzvPVt+uEruaW0X/xfq8Pck/JNfAqUCL/7Je2epIoE3S92usrlGBd6ob4bBQOC/7F5lUx3Xlxv8hQL/yrYqfIdd3XXc1dZReHk3fAe4slfn5tmCa3z61AZv+4gfePG33/Pwlobgq3z42/d3+QwEXpe7W+VzKxZ4w/t6Cbz2Gh3+ARPVE/zt+KtfNB5/tnPUHl7Vj98dODhqTzWvcCTnH34Fyd9eFQy8+CfnrVNJre/T75/11vzrR4+x/nXQGBMpQOBlYYxbAe7wptsaFa5aWtulbcemwvYR7vBWvifBXyjUD3zu8NrrQdQbpvyzqX286gN/e/5RlYM/B95+55/4V5bfqbMReJ1qp1uTYQ9vev2MCrvqathDXfmeBP8/OHvuPHt4K9iC8B1e9pBWEP9/p2L9V97c1TMSeF3trAPzKvZYMp4SYLe5UfvkgmfE367/b545IMtvWjzqTZn+S7rqzOqRfDylwW4P/OrhwMtTAuy7v3jwL/K5z14R+aZk/O37u3wGAq/L3a3SuYWfs6imceeqxsJjsXgOrN3G+ntHg2e5fNaMwtYG/O36j/UcZJ5Datc/WD0ceP1XOXgOsr0esP7t2Wa9MoE36yuA+SOAAAIIIIAAAo4LEHgdbzDTQwABBBBAAAEEsi5A4M36CmD+CCCAAAIIIICA4wIEXscbzPQQQAABBBBAAIGsCxB4s74CmD8CCCCAAAIIIOC4AIHX8QYzPQQQQAABBBBAIOsCBN6srwDmjwACCCCAAAIIOC5A4HW8wUwPAQQQQAABBBDIugCBN+srgPkjgAACCCCAAAKOCxB4HW8w00MAAQQQQAABBLIuQODN+gpg/ggggAACCCCAgOMCBF7HG8z0EEAAAQQQQACBrAsQeLO+Apg/AggggAACCCDguACB1/EGMz0EEEAAAQQQQCDrAgTerK8A5o8AAggggAACCDguQOB1vMFMDwEEEEAAAQQQyLoAgTfrK4D5I4AAAggggAACjgsQeB1vMNNDAIHkBHr7BuSBnftkyeKFsrJxqVbhDz86L+u3PiKbmpvkxkVXaR2zv/OQHH7lDdm2ea033vScWidhEAIIIJAhAQJvhprNVBFwTaCcAKoMKnmcTuB9ueuotLS2S9uOTbJg7hwh8Lq2UpkPAgikLUDgTbsDnB8BBMoWqGRwLTco6wTeMACBt+wlwYEIIIBApACBl4WBAAJVK7C7rUMef7azcP2Xz5pRuEvafeKkNG/ZJad6znhfv3NVo2xsbvL+vdhx06c2eNsPjrx5rFAzeFw5AdsPvHd875vyxG//UKj94Ja1hW0R6g7vrrYO2bv9bpk2pYE7vFW7IrlwBBAYrwIE3vHaGa4LAQTGFCgWQP2w29qyzts364+bPXO6F3qLHafC6RPPvSDr13xH6usuET+sNq1Y5oXTOIFXTcYPtOHrI/CO2WoGIIAAArEECLyx+DgYAQTSFCgWQINbAlRwVR/BUFk3aZL2G8FUreP/OF0yKJcyKLalQd1lVh8qgBN401xFnBsBBLIgQODNQpeZIwKOChQLvCpMzrty9qgnKajg2fJwu2zecJvMmfXJooE3vBVC0d2yfEnZT0woFniDofz1o8fY0uDoGmVaCCAwPgQIvOOjD1wFAgiUIZB04FUh9P4d++TJR7cWHiEW9w1kBN4yGsshCCCAQMICBN6EQSmHAAKVFYi6mzvWlgb1xrCo48aqpWZm+kxctjRUdj1wNgQQQCBKgMDLukAAgaoWUCH19PtnvS0H/n7dsd60piYcdVz4c36dG67+fKJbGsLP3WUPb1UvQS4eAQSqQIDAWwVN4hIRQKC4gH8HVT1KTPexZKpa1HH+3t7nXzrsnVDt3b124QJ57Y3u2IE3+Kiz4HWq8xB4WeEIIICAXQECr11fqiOAAAIIIIAAAgikLEDgTbkBnB4BBKpTIOppDuGZ+E938LdaVOdMuWoEEECg+gUIvNXfQ2aAAAIIIIAAAgggUEKAwMvyQAABBBBAAAEEEHBagMDrdHuZHAIIIIAAAggggACBlzWAAAIIIIAAAggg4LQAgdfp9jI5BBBAAAEEEEAAAQIvawABBBBAAAEEEEDAaQECr9PtZXIIIIAAAggggAACBF7WAAIIIIAAAggggIDTAgRep9vL5BBAAAEEEEAAAQQIvKwBBBBAAAEEEEAAAacFCLxOt5fJIYAAAggggAACCBB4WQMIIIAAAggggAACTgsQeJ1uL5NDAAEEEEAAAQQQIPCyBhBAAAEEEEAAAQScFiDwOt1eJocAAggggAACCCBA4GUNIIAAAggggAACCDgtQOB1ur1MDgEEEEAAAQQQQIDAyxpAAAEEEEAAAQQQcFqAwOt0e5kcAggggAACCCCAAIGXNYAAAggggAACCCDgtACB1+n2MjkEEEAAAQQQQAABAi9rAAEEEEAAAQQQQMBpAQKv0+1lcggggAACCCCAAAIEXtYAAggggAACCCCAgNMCBF6n28vkEEAAAQQQQAABBAi8rAEEEEAAAQQQQAABpwUIvE63l8khgAACCCCAAAIIEHhZAwgggAACCCCAAAJOCxB4nW4vk0MAAQQQQAABBBAg8LIGEEAAAQQQQAABBJwWIPA63V4mhwACCCCAAAIIIEDgZQ0ggAACCCCAAAIIOC1A4HW6vUwOAQQQQAABBBBAgMDLGkAAAQQQQAABBBBwWoDA63R7mRwCCCCAAAIIIIAAgZc1gAACCCCAAAIIIOC0AIHX6fYyOQQQQAABBBBAAIH/AuegUPJRb5q4AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.ecdf(df, x=\"total_bill\", color=\"sex\", marginal=\"rug\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "elect-gregory",
   "metadata": {},
   "source": [
    "### Facets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "established-ribbon",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.ecdf(df, x=\"total_bill\", color=\"sex\", facet_row=\"time\", facet_col=\"day\")\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
